{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "97e06450",
   "metadata": {},
   "source": [
    "参考资料：https://mp.weixin.qq.com/s/llR14JKObuNn_OiuMA1CrQ\n",
    "下面是常见的参数及解释，详细的请参考官网：https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.plot.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f46d7a54",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "240b46cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1.67066769,  0.05527594,  0.56852262],\n",
       "       [ 0.37301197, -0.90323694,  1.99702935],\n",
       "       [-0.09890566, -0.93019061, -0.0551962 ],\n",
       "       [ 1.34236275,  0.07390355,  0.93402631]])"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 随机生成4*3的数据\n",
    "data = np.random.randn(4, 3)\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "974048f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>col1</th>\n",
       "      <th>col2</th>\n",
       "      <th>col3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A</th>\n",
       "      <td>1.670668</td>\n",
       "      <td>0.055276</td>\n",
       "      <td>0.568523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B</th>\n",
       "      <td>0.373012</td>\n",
       "      <td>-0.903237</td>\n",
       "      <td>1.997029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C</th>\n",
       "      <td>-0.098906</td>\n",
       "      <td>-0.930191</td>\n",
       "      <td>-0.055196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D</th>\n",
       "      <td>1.342363</td>\n",
       "      <td>0.073904</td>\n",
       "      <td>0.934026</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       col1      col2      col3\n",
       "A  1.670668  0.055276  0.568523\n",
       "B  0.373012 -0.903237  1.997029\n",
       "C -0.098906 -0.930191 -0.055196\n",
       "D  1.342363  0.073904  0.934026"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(\n",
    "    data,  # 数据\n",
    "    columns = ['col1', 'col2', 'col3'],  # 属性\n",
    "    index=['A', 'B', 'C', 'D']  # 索引\n",
    "    )\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b702aaa",
   "metadata": {},
   "source": [
    "## 1、折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1c241aea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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r0ajoTy2P/E9WuR6+Mc3bdYUxa0/j75uJuW0D8HSzrHVnTt07xSebP8HZ3pk5QXPI555P70gW4XHMY5quaYqDcGBZo2VkcMqgdyRFB6rg/5PN3WmbUh0r52VW6zKcuxPBB9N3c/Gu5bROPHTnEJ2DO5PBMQML6y5UxT4Jd2d3JladyO2ntxm9b7TV302tKG9CFfw3EOTnzdJugUTHGWgyfQ97LunfOnH3zd1039ydbK7ZWFh3Ib5uqqvXv5XKVoruJbqz/sp6Vl5cqXccRSfW+mH/Nu9LFfw35O+biZU9K+Lt7kLbnw6w/HCoblm2XN9C7797k8c9D/PrzMcrvZduWSxd5+KdKeddjnEHxnH58WW94yhm5uLiwv37962u6EspuX//Pi4uLil6nTqHn0KPn8XRc/ERdl28x6e1CvD5uwXMujbNX5f/Yuiuofh5+DHj3RlkdMr4+hfZuLtRd2m6uimerp782uDXNLf+v/L24uLiCA0NJTo6Wu8obyzBIIlLMODi+OpJIi4uLvj6+uLo+M8lztVFWyOLSzAwZMVJlh4K5YNSPoz/sDjODqafwbPs/DLG7B1DWe+y/FDzhzTTpcoS7AjdQc8tPfm48Md8Wf5LveMoSrJCH0bRau5+Ip7FsXNgTTI4p3zmvLpoa2TPWyd+EVTQbK0TF4YsZPTe0VTxrcKPtX5UxT6FqvpWpU3RNvx29je2XN+idxxF+Y8r957SfOZeHj6N5af2Zd+q2L+OKvhvSQhBr5oFTN46UUrJjOMz+ObQNwTlDuL76t/j4pCy83aKpk/pPhTJUoThu4dz5+kdveMoygvnw57QfNZeouMN/NqlAqVzZTbJcVTBT6XGJX34pbNpWidKKZl8eDLTj02ncf7GTKg6AUf7tNeS0FI42Tsxqdok4g3xDNwxkHhDvN6RFIVTNx/TYra24N/vXStQzMfdZMdSBd8IyuXNwp/dK+Lm4kBLI7VONEgDX+37igUhC/i48MeMrjQaBztzrXVnvXJnzM3QCkM5cvcIs07M0juOYuOOXn9Iyzn7cHGwY2m3QAp4uZn0eKrgG0k+zwys6FGJYkZonRhviGforqEsPb+UTsU6MbjcYOyE+k9lLI3yN+K9/O8x+8RsDt45qHccxUbtu3yf1nP3kzm9E0s/CSSvR3qTH1NVESMyRuvE2IRY+m/vz5rLa/i01Kf0KdPHqloSWooh5YeQ0y0ng3YM4mG08U7DKcqb2H4+nPbzD+Dt7sLSboH4ZjbPJAxV8I3s360TO6WgdeKz+Gd8uvVTNl/fzMCyA+ni38XEaW2Xq6Mrk6pO4mHMQ4btHmZ1N+Yolis45A5dFh4ir0cGfu8WiFdG803CUAXfBJ63ThzfpDi7Lt6j2cy93H787JWviYyNpPvm7uy5uYfRFUfTumhrM6W1XUWyFqFfQD+2h25n8ZnFesdRbMCa47fovvgIRbK78VuX8nhkMO9NgKrgm1CLcrmY374soQ+f8f6PL2+d+DjmMV2Cu3D87nEmVJ3ABwU+MHNS29WycEuq+1Zn8uHJnLl/Ru84ihVbdugGny05Splcmfmlc3kyuTqZPYMq+CZWtaAny7sHYi8EzWftZevZu/94/t6ze3TY2IFzD88xufpk6uWtp1NS2ySEYHSl0WR2yUz/Hf15Gmf8eykUZdHeq/RffoJK73iwoGNZ3Fz0mV6tCr4ZvKx14p2nd+iwoQOhT0L5sdaP1MhVQ9+gNiqzS2bGVxnPjSc3+Hr/13rHUazMnB2XGbYqhHeLZGNO2wBcnfSbXq0Kvpk8b51Ys3A2hq0KYdDqv2m3vh33nt1jVu1ZBOYI1DuiTSvrXZau/l1ZfWk1ay6t0TuOYgWklEzdcoGx687QoHh2ZrQu89oF0UxNFXwzSu/swKw2ATQp78Cau0O5+zSC6TXnUCpbKb2jKUA3/26UzlaaMfvGcC3imt5xlDRMSsmEDeeYvOk8TUr7MKVFSRzt9S+3+iewMecenuFgzFe4uTgScbkLI/94TPiTGL1jKYCDnYO2fIWdI/239yc2wbQL4inWyWCQjFpzmpnbL9GyfC6+aVoCBwso9qAKvlkdu3uMThs74ergytL3FjG9eX2LbJ1oy7zTezOm0hjOPDjD90e+1zuOksYkGCSD/zzJgj1X6VQ5L2PfL4adneXcOKkKvpnsu72Prpu64pHOg4X1FpIrYy7q+Hnze1fLap2oQM1cNfm48McsOr2IHaE79I6jpBFxCQb6Lj3G74du0LvmOwxtUMTi7pJXBd8Mtt3YRs/NPfF182V+3fl4p/d+8VyJnJlY0aMiXhldaDdP39aJyv/1C+hHocyFGLprKGFPw/SOo1i42HgDvX49wqpjt+hfpxD9ggpZXLEHVfBNbsOVDXy+9XMKZi7I/Drz8Ujn8Z9tcmZxZXn3ipTLm4Uvlh1n8qbz6lZ/nTnbOzOx2kSiE6IZvGswCYYEvSMpFio6LoGuiw6xMSSM4Q2L0rPGO3pHeilV8E1oxYUVDNgxgBLZSjAnaA7uzi9f59o9nSPz25ejWRlfpm65QN+lx4mJV0VGT/nc8zG43GAO3jnI3JNz9Y6jWKCnMfF0mH+Q7efDGdekOB0r59U70isZpeALIeYJIe4KIU695HkhhJgqhLgohDghhChtjONassVnFjN8z3Aq5qjIjHdnkMEpw2tf4+Rgx8Sm5m2dqLza+++8T/289Zl+fDpHwo7oHUexIBHRcbSdd4D9V+4zuXkJPi6XS+9Ir2WsEf4CoO4rnq8HFEj86grMMNJxLdKcE3MYf2A8tXLVYmrNqaRzSPfGr02udeL1+1EmTKu8ihCCYRWG4ZPBh4E7B/I4Jvn1kBTb8vBpLK3m7Of4jUdMa1maD0r56h3pjRil4EspdwAPXrFJY+BnqdkHZBJCZDfGsS2JlJLvD3/P1KNTaZivId9U+wYn+7dbIOmfrRN3c+S6WrNdLxmcMjCx6kTuRd1jxJ4R6vqKjbv7JJoWs/dxLuwJs9uWoX7xtFPKzHUO3we4keRxaOLfWQ2DNDDuwDh+OvUTzQo2Y2zlsaluSfi8dWIGFwc+nr2PdSdT3zpReTvFPIrRp0wftlzfwu/nftc7jqKT24+f0WLWPq4/iGJ++7LULOyld6QUMVfBT25+UrLDJCFEVyHEISHEofDwcBPHMo4EQwLDdw/nt7O/0a5oO4ZVGGa0loT5PDPwZ/eKFPNxp8fiI8xKRetEJXXaFG1DJZ9KTDo4iXMPzukdRzGzGw+iaD5rL3efxPBzp3JUeue/M+4snbkKfiiQM8ljX+BWchtKKWdLKQOklAGenp5mCZcacQlxDNgxgFWXVtGjZA/6BfQz+vzbrBmcWdy5PA38szPuLVsnKqlnJ+wYW2ksGZ0z0n9Hf6Li1LUVW3EpPJJmM/cS8SyexZ3LUzZPFr0jvRVzFfzVQNvE2ToVgMdSyjR/fiI6Ppo+2/oQfC2YLwK+oHuJ7ia72cLF0Z4fWpSie5LWiZEx8SY5lvJyWdNlZVyVcVx9fJUJByfoHUcxg7N3Ivho1l7iDQaWdK1AiZyZTH5MU/0Wb6xpmb8Be4FCQohQIUQnIcQnQohPEjdZB1wGLgJzgB7GOK6eouKi6LmlJztDdzKswjDa+bUz+THt7AQD6xZmXGLrxKYz9ry2daJifBWyV6Bz8c78eeFP1l9Zr3ccxYROhD6ixex92NsJlnQNpEj2jCY9XoIhgZ9Dfqbf9n4mKfrCks8HBwQEyEOHDukd4z8iYiPosbkHp+6dYkylMTTK38jsGXacD6fH4iOkd7ZnXvuy+OV4+U1divHFGeLosKEDFx9dZFmjZeR0y/n6FylpyqGrD+gw/yDuro782rkCubK6mvR4lx9fZvju4RwPP04132pMrDoRV8eUH1MIcVhKGZDcc+pO2xR6EP2AThs7cfr+ab6t9q0uxR7+2Tqx2cz/tk5UTMvRzpEJVSdghx0DdwwkLiFO70iKEe25eI82Px3Aw82Zpd0CTVrs4w3xzD05l2arm3E14irjqozjh5o/vFWxfx1V8FMg7GkYHTZ04Orjq/xQ8wdq5a6la57nrRPzevyzdaJiHj4ZfBhZcSQn753kh6M/6B1HMZKtZ+/SfsFBcmZJx+/dKpAj05vfOJlS5x+ep/W61kw5MoWqvlVZ2XglDfM1NNm1QFXw31Dok1DabWhHWFQYM96dQSWfSnpHArTWiUu7BVKjkNY6ceza0xgMlnuaztoE5QmiWcFmzA+Zz+6bu/WOo6TShlO36broEAW9MrCkayDZ3FxMcpw4Qxwzjs/go78+4vbT23xT7Ru+q/FdsosrGpMq+G/g8uPLtNvQjiexT5gbNJcA72RPj+kmvbMDs9sG0C4wN3N2XqHH4iM8i1ULr5nLgLIDeCfTO3y560vuPVM9DdKqVcdu0vPXoxT3cWdx5wpkSf92d8m/zun7p/n4r4+Zfmw6tXPXZmXjldTJU8ckx/o3VfBf49yDc3TY0IEEQwLz686nmEcxvSMly95OMPI9P4Y1LMrG03doMWefap1oJi4OLkyqOomouCgG7xyMQap7JNKaJQeu0+f3Y5TNk5lFncrjns7R6MeITYhl6pGptFzbkvvR95lSYwoTq04ks0tmox/rZVTBf4Xj4cfpsLEDTvZOLKi7gIKZC+od6ZWEEHSqnJeZrcuo1olm9k7mdxhQbgD7bu9j/qn5esdRUmD+7isM+vMkVQt4sqBDOdI7p25JlOScDD9J8zXNmXNyDg3yNWBl45XUzFXT6Md5HVXwX+LgnYN0Ce5CJudMLKy7kDzuefSO9Mb+3zoxQbVONKOmBZoSlDuIH47+wPHw43rHUd7A9G0XGbXmNEFFvZjdtgwujvZG3X90fDSTD02m9frWRMZFMr3WdMZWHvvK3himpAp+MnaE7qD75u74ZPBhYd2F5MiQQ+9IKaa1Tqz0onXiH6p1oskJIRhRcQRerl4M3DGQiNgIvSMpLyGlZHLwOSZuOEejEjn4sVVpnB2MW+yP3j1KszXaBf0mBZqwovEKqvhWMeoxUkoV/H/ZdG0Tn239jHzu+ZhXZx6erpa/ns/LPG+dWDZPFvotO853qnWiyWV0ysjEahO58/QOo/aMUv/eFkhKydfrzjD174s0D/Dl+49K4mhvvFIYFRfF+APjabe+HXGGOOYEzWFE4AjcnNyMdoy3pQp+EqsvreaL7V9Q3KM4P9X5yawXU0zFPZ0jCzqUo2kZX6ZsuUA/1TrR5Ep4lqBXqV4EXwvmjwt/6B1HScJgkAxbdYo5O6/QLjA345v4Y29nvDnvB24foMnqJiw+s5gWhVvw53t/UiF7BaPtP7WMf3UijVpydglj94+lQvYKTKkxxSR3uenFycGOSU39yZPVlW+Cz3Pz0TNmtSlDJlfTTDtToGOxjuy/vZ8JByZQ0rMk72S23MbWtiLBIBn4xwmWHw6lW7V8DKpb2Gg3OEXGRvLd4e9Yen4pudxyMb/OfIubvg1qhA/AvFPzGLt/LNVzVmdarWlWVeyfS9o68ahqnWhydsKOcVXG4eroSv8d/YmOj9Y7kk2LSzDw2ZKjLD8cyufvFjRqsd99czcfrP6AZeeX0bZoW5a/t9wiiz3YeMGXUjLt6DS+O/wd9fLUY3L1yTjbO+sdy6Qal/RhUadyqnWiGXik8+Dryl9z8dFFJh2cpHccmxUdl0D3X47w14nbfFm/MJ+9W8AoxT4iNoLhu4fzyeZPSOeQjkX1F9G/bP8U9bA2N5st+FJKJh2axKwTs/iwwIeMqzIORzvj32xhicrny6paJ5pJJZ9KdPDrwNLzS9l0bZPecWzOs9gEuvx8iM1nwhjd2I+uVfMbZb/bb2zng5UfsPrSajoV68SyRsso4VnCKPs2JZss+AmGBEbtHcWi04toXaQ1IwJHYG9n3ClZlk61TjSf3qV6UyxrMUbsHsHNyJt6x7EZkTHxtJt/gF0X7zHxQ3/aBuZJ9T4fRT9i0M5B9Pq7F+4u7iyuv5g+ZfqkmTMDNlfw4wxxDN41mD8u/EFX/64MKDvAZCvTWTrVOtE8HO0dmVhtIhKpLaVsUEspm9rjqDhaz93P4WsP+f6jkjQvm/p+BZuubaLxqsZsvLKR7iW683uD3/Hz8DNCWvOxqYIfkxBDv239WH9lPX1K96F3qd42W+yfe9468ZNqqnWiKeV0y8nwQK25xYxjM/SOY9XuR8bw8Zx9nL4VwfRWpWlc0id1+3t2n77b+tJ3W1+8XL1Y0nAJPUr2wNE+7Z0CtpmCHxUXRe8tvdl6YytDyg+hU/FOekeyGHZ2gkH1/t86sdnMvap1ognUy1uPD975gLkn57Lv9j6941iluxHRtJi9j0vhkcxpF0AdP++33peUknWX1/H+qvfZdmMbn5X+jMUNFlMoSyHjBTYzm2hx+CT2Cb229OJY+DFGVxxN43caGyGdddp+PpyeqnWiyUTFRdFibQuexD5heaPlZE2XVe9IVuPmo2e0mrOPu09i+KldWQLzv/2/bXhUOGP2jWHrja34e/gzutJo8mcyzgVfU7PpFocPox/SObgzJ8JPMLHqRFXsX6NaQU+WfRKInRA0V60Tjc7V0ZVJVScRERPB0N1D1VLKRnL13lOaz9zL/aex/NK5/FsXeyklKy+upPGqxuy5tYd+Zfrxc72f00yxfx2rLvjhUeF03NiRS48uMaXmFLM1GUjrimTPyMqelcjzvHXivmt6R7IqhbIUon/Z/uy6uYtFpxfpHSfNu3j3Cc1n7SUqNp7fulSgdK63WxLlztM7dN/SnWG7h1EgUwGWN1pO+2LtrWoGn9UW/FuRt2i/oT03I28yvdZ0qvpW1TtSmvK8dWL1QtkYtvKUap1oZB8V+ohauWrx/ZHvCbkXonecNOv0rQg+mrUPg4TfuwVSzCflpyCllCw7v4z3V73PkbAjDCo3iPl156epJdHflFUW/GsR12i3oR0PYx4yJ2gO5bKX0ztSmpTe2YHZbcrQVrVONDohBKMqjsIjnQf9d/QnMjZS70hpzrEbj2gxey9ODnYs7VaBgl4pX40y9EkoXTZ1YfTe0fhl9eOP9/6gVZFW2AmrLI3WV/AfRT+i/Yb2xCbEMq/OvDRx95slc7C3Y1SS1okfq9aJRuPu7M6EKhO4GXmTMfvGqBvfUuDAlQe0nrufTK5OLO0WSD7PDCl6vUEa+PXMrzRZ3YRT904xrMIw5gTNIadb6ufrWzKrK/iZXDLRsVhH5tedT+EshfWOYxWet06c0aoMZ1XrRKMq7VWa7iW6s+7KOlZdWqV3nDRh54Vw2s7bj1dGZ5Z2CyRnlpQtdngt4hodNnRg3IFxlM5WmhXvraB5oeZWO6pPyijvUAhRVwhxTghxUQgxKJnnqwshHgshjiV+DTfGcV+mTdE25HPPZ8pD2KS6xbxZolonGl2X4l0o612Wr/d/zeXHl/WOY9E2nw6j04JD5Mmant+7BeLt7vLGr00wJLAwZCEfrv6QCw8vMKbSGGa8O4PsGbKbMLFlSXXBF0LYAz8C9YCiwMdCiKLJbLpTSlky8Wt0ao+r6KNkYuvEbKp1otHY29kzrvI4nO2dGbB9ADEJ6pRZcv46cYtPfjlMkexuLOlaAY8Mb75+zeVHl2m7oS3fHPqGwOyBrHx/Je+/877N3WlvjBF+OeCilPKylDIWWAKoye5WLGcWV/5QrRONyiu9F2Mrj+Xcw3N8e+hbveNYnD8Oh/Lpb0cplSsTv3Qu/8bNe+IN8cw9OZema5pyLeIa46uMZ2rNqWRzzWbixJbJGAXfB7iR5HFo4t/9W6AQ4rgQYr0Q4qUrDgkhugohDgkhDoWHhxshnmIKqnWi8VX1rUrrIq357exv/H39b73jWIzF+6/Rb9lxAvNnZWHHcri5vNkaNucenKPVulZMOTKF6jmrs7LxShrka2Bzo/qkjNHiMLl/vX8P944AuaWUkUKI+sBKoEByO5NSzgZmg7a0ghHyKSbyvHVi7iyufLtJa504u00A7q5pb1EpS/F5mc85HHaY4XuGUzRrUbzTv/1aMNZg7s7LfLX2DDULZ2N6q9K4OL7+Jqi4hDjmnpzL7JOzyeiUkW+rfUtQniAzpLV8xhjhhwJJ5zL5AreSbiCljJBSRiZ+vw5wFEJ4GOHYis6EEPSuVYDvP9JaJ34wY7dqnZgKTvZOTKo2ibiEOAbuGEi8wXZXLp329wW+WnuG+sW9mdm6zBsV+5D7IbRY24Lpx6cTlDuIlY1XqmKfhDEK/kGggBAirxDCCWgBrE66gRDCWyT+HiWEKJd43PtGOLZiId4vpbVOvB+pWiemVu6MuRlaYShH7h5h9onZescxOyklEzec5Zvg8zQp5cPUFqVwcnh1qYpNiGXKkSm0WtuKh9EPmVpjKhOqTiCzy9sts2CtUl3wpZTxQC9gI3AGWCqlDBFCfCKE+CRxs6bAKSHEcWAq0EKqq3xWp3y+rPzZoyLpnVXrxNRqlL8R7+V/j1knZnHwzkG945iNlJJRa04zfdslPi6Xi2+alcDB/tVl6kT4CZqtacbck3NpmK8hKxqvoEauGmZKnLbYxPLIinndj4yhy8+HOHL9EYPrFaZr1Xw2faHsbUXFRdH8r+Y8i3/GH43+IJNLJr0jmZTBIBmy8iS/HbhBx0p5GdawyCv/v4mOj2ba0WksOrMIz3SejKw4kso+lc2Y2DLZ9PLIivllzeDMr10q0KC41jpxqGqd+FZcHV2ZWHUiD6IfMGz3MKue+hqfYKDfsuP8duAGvWq889pifzjsME3XNGXh6YV8WOBDVjZeqYr9G1AFXzEJF0d7fvhYa524eP91Ov+sWie+jaJZi9KvTD+2hW7j17O/6h3HJGLjDfT+7Sgrjt7ki6CCfFGn0EuLfVRcFOP2j6PDhg7EG+KZEzSH4YHDyeCUsrV0bJUxpmUqSrKet07MndWVoStP0XDqTj4s7UuQnzcFvTKo0zxvqFWRVuy7vY9vD31L6WylKZK1iN6RjCY6LoEei4/w99m7DGtYlE6V87502/239zNizwhuRt6kZeGWfFb6M1wdU7aOjq1T5/AVs9h5IZxvg89z7MYjAPJkdSXIz5s6fl6UypkZOztV/F/lYfRDmq5uSjrHdCxtuNQqCl1UbDxdfj7Enkv3+er9YrQqnzvZ7SJjI5l8eDLLzi8jl1suRlcaTRmvMmZOm3a86hy+KviKWYVFRLPpdBjBp8PYe+kecQkSjwzO1C7qRZCfFxXzZ8XZwXo6DBnTwTsH6bSxE43yN2Js5bF6x0mViOg4Os4/yJHrD/mmWQmalPZNdrtdN3cxau8o7kbdpU2RNvQs1ZN0DunMnDZtUQVfsUiPn8Wx7dxdgkPC2HbuLk9jE8jg7ED1Qp4E+XlTo5DnG99Gbyt+PPYjM4/P5OvKX9MofyO947yVR1GxtJ13gNO3IpjSohQN/P+7WuXjmMdMOjiJVZdWkc89H6MrjVa9Ld6QKviKxYuOS2DvpftsDLnDptNh3H8ai6O9oGJ+D+r4efNu0Wxkc3vzpXCtVbwhnk4bO3H2wVmWNlpK7ozJnwaxVPciY2g9dz+X7z1lRqvS1Cri9Z9ttl7fyph9Y3gQ/YCOxTrSrUQ3nO3ffGVMW6cKvpKmJBgkR64/JDjkDhtDwrj+IAohoFTOTNTx8ybIz5u8Hun1jqmbO0/v8OHqD/HJ4MMv9X/Byf7NVo7U253H0bScu4/bj6KZ0zaAygX+ubrKo+hHjDswjnVX1lEwc0FGV9LaDiopowq+kmZJKTkX9oTgkDA2htwh5FYEAAW9MhBU1JsgPy+K+7jb3IyfLde30GdrH9oUbcOAsgP0jvNaNx5E0Wrufh48jWV+h7KUzZPlH88HXw1m7P6xRMRE0NW/K52Ld8bRXp3Oexuq4CtWI/RhFMEhYQSfvsOBKw8wSMju7kJQUS/q+HlTNm8WHF9zK761GLtvLEvOLeHHWj9S1beq3nFe6nJ4JK3m7icqNoGfO5ajRM5ML5679+weX+//mk3XNlEkSxHGVBpDoSyF9AtrBVTBV6zSg6exbDmjzfjZcT6cmHgD7ukcqVUkG0FFvalW0JN0TtY74ycmIYaWa1sSHhXO8veWW2RTj3N3ntBq7n6klCzqVJ6iOTIC2m9u666sY/yB8TyNe0qPkj1o79ceBzt1a1BqqYKvWL2o2Hh2nL9H8Ok7bDlzl8fP4nBxtKNKAU+CinrxbhEvMqdPG+e6U+Ly48u0+KsFxT2KM7v2bOztLOcD7tTNx7T5aT9ODnYs7lyed7K5AXA36i5j9o5hW+g2/D39GVNxDPkyqR7UxqIKvmJT4hIMHLzygI0hdwg+Hcbtx9HY2wnK5slMHT9vahf1wjdz2r9x6bkVF1YwfM9wepfqTVf/rnrHAeDwtYe0n3+AjC6O/NqlPLmzpkdKycqLK5l0cBKxhlh6l+pN6yKtLepDyhqogq/YLCklJ28+fnHe/3xYJAB+OTImzvjxopCXW5q+6CulZODOgQRfDWZ+3fmUylZK1zx7L92n08KDZHNzZnGXCvhkSsftyNuM2jeK3Td3UzpbaUZXGp3mppSmFargK0qiK/eeJk73vMPRG4+QEnJndX1x0bdUrszYp8FlHiJjI2m2phkJMoFljZbh7uyuS45t5+7SbdFhcmVxZXHn8ni6ObPs/DImH56MQRroU7oPLQq3wE7YxoV1PaiCryjJuBsRzeYzd9kYcoc9L5Z5cOLdIlrxD8yf9Y3a6lmKU/dO0WZdG6rlrMZ31b8z+28tG0Pu0OvXIxT0cmNRp/I8NYQxas8o9t/ZT3nv8oysOBJft+SXUFCMRxV8RXmNJ9FxbD0XTnDIHbadCycyJp70TvZUL5yNoKJe1CicjYxpYJmHBacW8O3hbxlafigfFf7IbMdddewmfZcex9/XnXntA1h3bTlTjkzBTtjRL6AfTQs0TdOnzdISVfAVJQVi4hPYc+k+wSFhbDodxr3IGBztBYH5PQgq6kVQUS+yZbTMZR4M0kCPzT04eOcgvzb41Sxz2pcevMHAP09QLk8WRn6YjfEHR3Pk7hEq+VRiZOBIvNN7mzyD8n+q4CvKW0owSI7deMjGxDt9r92PAqBUrsRlHop6kc/Tsppv3H92n6ZrmpLRKSO/NfjNpEspL9xzlRGrQ6hcIAvVA84y8+SPONk7MaDsABrnb6xG9TpQBV9RjEBKyYW7kWw8pU33PHnzMQDvZMtAHT8vgop64+9rGcs87L21l26butGkQBNGVhxpkmPM2n6JcevPUqlIPIasv3Pq/kmq56zOsArDLPImMFuhCr6imMDNR8/YlDjXf/+VByQYJN4ZXQhKLP7l8+m7zMOUI1OYe3Iuk6pOom7eukbbr5SSKVsu8P3ms/gXO0qoXEV6x/QMLjeYennrWcQHni1TBV9RTOzh01j+PqvN+NlxIZzoOAMZXRyoVcSLOn5eVC3oiauTeZcNiDPE0X5Dey4/uszSRkvJ6ZYz1fuUUjJ+/Vnm7N9F9vyriZBXCcodxODyg/FI5/H6HSgmpwq+opjRs9gEdl4IZ2NIGFvOhvEoKg5nBzuqFPAgyM+bd4t4kcVMyzzcjLxJs9XNyOOeh4X1FuJo9/YzjQwGyfDVx1l6cQEuntvI7OLO0ApDqZ27thET2zgp4eQyuLEfGnz7VruwvYJ/dDHkrQKZchk/lKKkQHyCgQNXH7yY8XPz0TPsBJTNk4WgxIu+ObOYdpmH4KvB9Nvejw7FOtC3TN+32keCQdJ92Sp2PfoRe5c7NMjbgEHlBpHJJZNxw9qyJ2HwVx84tw58y0HbleCU8r4PtlXwnz2E70uAIR5qDYNyXUGt1aFYACklIbciXjR2ORf2BICi2f+/zENhb9Ms8zBq7yiWn1/OrHdnUdGnYopeGxn7jI9+H8O1hLW42rszvtpIauaqafSMNuv5qH5df4iPhppDoUKPt65bJi/4Qoi6wBTAHpgrpRz/r+dF4vP1gSigvZTyyOv2+9Yj/EfX4a++cHET+JSBRlPBu1jK96MoJnT13lOCT98hOCSMw9cfIiXkyqIt8xDk502Z3MZb5uFZ/DNarm3Jg+gH/PHeH298vv3QnaP02DiIZ9yicIZa/NRoNBmdMholk4I2ql/bF87+Bb5l4f0Z4FEgVbs0acEXQtgD54HaQChwEPhYSnk6yTb1gd5oBb88MEVKWf51+07VOXwp4dQfsH4gRD+CSp9B1QHgaJk3zCi2LfxJDJvPhBEccofdF+8Tm2Aga/rEZR6KeVExv0eql3m4+PAiLda2oHS20sysPfOV69k8i3/G94d+4Nezv2CIz0iz3H0ZWbtJqo6vJPG8Pq37AmKjtFF9YE+jnI0wdcEPBEZKKeskPh4MIKUcl2SbWcA2KeVviY/PAdWllLdftW+jXLSNegAbh8DxXyFLfmg0RTu/rygW6kl0HNvPhxMcEsbWs3d5EhOPq5M91Qt5UsfPm+qFsuGe7u0uvi47v4zRe0fTp3QfOhXvlOw2h+4cYtju4YRG3iDuYXmGVOhPmwqqC5XRRN6Fvz7//6i+8XTwLGi03b+q4BtjnpgPcCPJ41C0UfzrtvEB/lPwhRBdga4AuXIZ4aKraxb4YAb4N9cuiCxsCKXbQu3RkC5z6vevKEbm5uJIQ/8cNPTPQUx8Avsua2v7bzodxrqTd3CwEwTmz/rioq9XCpZ5aFqgKftu7WPa0WkEeAdQwrPEi+ei4qL4/sj3/Hb2NxwMHkTf7MI3DT+kcUkfU7xN2/NiVN8fYp9qNSiwl1mvMRpjhN8MqCOl7Jz4uA1QTkrZO8k2a4FxUspdiY+3AAOklIdftW+jT8uMjYJt42Dvj+CaFepPgqKNQd0ooqQBBoPk6I1HL877X7n3FICSOTMR5Ket8Jn/DZZ5iIiNoNnqZgghWNpoKRmdMrLv9j5G7hnJrchbpI+pxr3rNfmhRSB1i6l1cIwiMhzWfg5n1oBPALw/HTxN81uTbZ/SSc7t47C6t/ZnofpQ/xtwV6MYJe2QUnLxbiTBp7U1fk6Eass85PdMT5CfN3X8vPH3ccfuJRd9j909RvsN7amRswaZXDKx/PxyfNLnIvr2h9wOy86sNmWoXkgtj2AUp/6Etf20UX2NL7VRvb3pbsIzdcF3QLtoWwu4iXbRtqWUMiTJNg2AXvz/ou1UKWW51+3bpDdeJcTD/hnw91iwc4B3R0BAJ7BTjRmUtOfWo2dsPqMV/32X/7/MQ+2iXgT5eVEhX9b/LPMw9+TcF0sYN8nfkq17S3E3wsDcdgFUzK/umk21yHBY1w9Or9JmCzaeDtkKm/yw5piWWR/4Hm1a5jwp5VghxCcAUsqZidMypwF10aZldpBSvraSm+VO2wdXtAsol7dCzvLaFE4z/EdRFFN5FKUt8xAcEsb28+E8i0vAzcWBWoWzEeTnTbWCnqR3dsAgDSw6vYgczkUZufwJEc/iWNCxLGVyZ9H7LaR9ISu0UX3ME6g+GCp+atJRfVK2dePV25ASji+BjYMhJhKq9IMqfcHB2fTHVhQTio5LYOeFewSH3GHzmTAeRsXh5GBHlXc8tHP+2dLTY/ERYuINLOpYnuK++rRGtBpP72mF/vRKyFFKm1efrYhZI6iC/6ae3oMNg+HkUvAoBO9NhVwVzHd8RTGh+AQDh649ZGOIdtH35qNnAHhkcGZx5/IU8nbTOWEaF7IycVQfAdUHQcXPzDaqT0oV/JS6sFk7zfP4OgR0hHdHgosa+SjWQ0rJ6dsRHLjygFqFvciV1bTr+Vi1p/e1c/UhKyB7SW1U71VUtziq4L+NmEjY+rV2YTeDlzaTp0hDfbIoimKZTq/SlnGJfqyN6iv10WVUn9SrCr6akvIyzhmg7tfQebM2Z//3VvB7a4h45UxSRVFswdP7sLwjLG0L7r7QbQdU/UL3Yv86quC/jk8Z6LoNao2AC5vgx/JwaD4YDHonUxRFD2fWwPTycHo11BiqDQp1PIWTEqrgvwl7R23WTvc9kN3//0s03LugdzJFUcwl6gEs76T9pu+WXRsIVuuv1Yc0QhX8lMiaH9qtgfemQdgpmFERtk+C+Fi9kymKYkpn/tJ+uz+9CmoMgS5/p8kl11XBTykhoHQb6HkQCjeArV/B7Gpw46DeyRRFMbaoB/BHZ+0anptX4qh+QJoa1SelCv7bcvOCZgvg4yXaFfqfasO6AdqddYqipH1n12qj+pAVUP1L6LI1TY7qk7LsS8ppQaF6kKcybBkNB2Zr/5M0nAwF6+idTFGUtxH1ADYMghO/g3dxaPOn9qcVUCN8Y3B205Za7hSsff9rc1jWQWt0oChK2nFuPUyvoK1bX20QdP7baoo9qIJvXDnLafNxawzRutlMKwtHf9HW6lEUxXI9ewh/doPfWkB6T+30TY3B4OCkdzKjUgXf2ByctIs6n+yGbEVhVU/4+T24f0nvZIqiJOfcBvixApxaDtUGasU+u7/eqUxCFXxT8SwI7ddCw+/g1jFtCueu7yAhTu9kiqKANqpf8Qn89pF2N32Xv7UGJVY2qk9KFXxTsrPTFl/reQAK1IbNI2F2Dbh5RO9kimLbzm+E6YFwYilUHaBNt8xe4rUvS+tUwTeHjNnho1+0r6fhMLcWbByitTxTFMV8nj2ClT20iRXpMkOXLVBziFWP6pNSBd+cijSCXgegTHvYO02bDXBxs96pFMU2XNikjeqPL4EqX2ij+hyl9E5lVqrgm5uLu3Zev8N6cHCBXz6EP7tqq+8pimJ8zx7Byp6wuKn289d5M9QaZpMd7VTB10vuivDJLm1WwKk/YVqANvJQUzgVxXhejOp/01qXdtsOPqX1TqUbVfD15OCszQr4ZCdkfQdWdINfmsDDq3onU5S0LfqxNiX6H6P64TY5qk9KFXxLkK0IdNyoddW6cUAbkeyZBgnxeidTlLTn4mbtZ+jYr1C5r82P6pNSBd9S2NlBuS7Qcz/krQbBQ7TZPLdP6J1MUdKG6Mewqpd2XczZTRvVvzvC5kf1SamCb2ncfeHj37SVOCNuwezqsGk4xEbpnUxRLNfFLYmj+sVQ+XPoul3rVqf8gyr4lkgI8PtAm8JZsiXsnqLdqXt5m97JFMWyREfA6t7atS+nDNBpM7w7Ehxd9E5mkVTBt2TpMkPjadDuLxB28HNjbXpZ1AO9kymK/i79rY3qj/4ClfpoCxf6qlH9q6Sq4AshsgghNgkhLiT+mfkl210VQpwUQhwTQhxKzTFtUt4q0H23dgHqxBL4sRycXK6mcCq2KToC1nwGiz4AJ1fotAlqj1Kj+jeQ2hH+IGCLlLIAsCXx8cvUkFKWlFIGpPKYtskxnXYBqut2cM8Jf3SCXz+CRzf0TqYo5nNpq3Z688jPUPFT6LYTfFVJeVOpLfiNgYWJ3y8E3k/l/pTX8S6mzT6oMw6u7tJasO2bCYYEvZMpiunEPIE1fWDR+9od6h2DIWiMGtWnkJCpOC0ghHgkpcyU5PFDKeV/TusIIa4ADwEJzJJSzn7FPrsCXQFy5cpV5tq1a2+dz+o9ug5/9YWLm8AnAN6bCl5+eqdSFOO6vA1W9YbHN6BiL63BkGM6vVNZLCHE4ZedSXltwRdCbAa8k3lqCLDwDQt+DinlLSFENmAT0FtKueN1wQMCAuShQ+qU/ytJqZ3P3zBQm4dcqQ9U7a9GPkraF/NEm5J8aJ52J/r7M7Sucsorvargv7aJuZTy3VfsOEwIkV1KeVsIkR1ItomrlPJW4p93hRArgHLAawu+8gaEAP9m8E7ikss7v4HTK6HRFK25uqKkRZe3w+pe2jWqwF5Qc6ga1RtBas/hrwbaJX7fDlj17w2EEOmFEG7PvweCgFOpPK7yb65Z4IMZ0GaF1lVrQQNY/am2UqCipBUxkbC2n9YW1M4ROm6AOmNVsTeS1Bb88UBtIcQFoHbiY4QQOYQQ6xK38QJ2CSGOAweAtVLKDak8rvIy+WtCj33aDIaji7QpnKdXqSmciuW7slObgXPwJ6jQU1tNNlcFvVNZlVRdtDU1dQ4/lW4d0+5CvHMCCjWABt9Axhx6p1KUf4qJ1Np/HpwDWfJB4+mQO1DvVGnWq87hqzttrVmOktBlK9Qerd2V+GN5ODgXDAa9kymK5uquxFH9XKjQAz7ZrYq9CamCb+3sHaDSZ9Bjr7ZE7Np+ML8e3D2rdzLFlsU+hXX9tWtNdvbQYR3UHafdOauYjCr4tiJLXmizEt6fCffOwczKsG08xMfonUyxNVd3a6P6A3OgfPfEUX1FvVPZBFXwbYkQUPJj6HkQ/N6HbeNgZhW4vl/vZIotiH0K6wfCgvra4/Zrod54Nao3I1XwbVEGT/hwLrRaDnFRMK+OdqonOkLvZIq1urYHZlSC/TOhXDfovgfyVNI7lc1RBd+WFaitTeGs0F27m/HH8nB2rd6pFGsSGwXrB8H8+oDURvX1J4JTer2T2SRV8G2dcwbtYlmnzdr6+0tawtK28OSO3smUtO7aXphZCfbP0Np3dt+j7v7WmSr4isa3jNbsudZwOLcBppWDwwvVDVtKysVGwYbB2mwwQ4LWwKf+JDWqtwCq4Cv/Z+8IVfppUziz+8OaT2FBQ7h3Ue9kSlpxfZ82A2zfdCjbWRvV562idyolkSr4yn9lzQ/t1sB7P0DYSW0K3Y5JEB+rdzLFUsU90xbvm1cXDHHa/z8NvtFOGSoWQxV8JXlCQOm22hTOQvXg769gdnUIVUtdKP9yfb82qt87Dcp2gu57IW9VvVMpyVAFX3k1Ny9ovhA+XgLRj2Duu9qsi5hIvZMpensxqq8DCbHQdjU0+FaN6i3Ya9fDVxRAG+XnrgR/j9HmUp/9CxpMhoJBeidT9HDjAKzsAfcvQEAnrYm4s5veqZTXUCN85c25ZNRmW3QK1mZc/NoMlneEyHC9kynmEvcMgodqo/r4GGi7ChpOVsU+jVAFX0m5nOWg206o/iWcWQM/loWji9UUTmt34yDMqgp7foDS7aDHHshXXe9USgqogq+8HQcnqD5Qa1LhWRhW9YCfG8ODy3onU4wtLlrrLTsvSBvht1kJjb5Xo/o0SBV8JXU8C0H7ddDwO7h1FKZXhF3fQ0K83skUYwg9pI3qd0/RZm113wP5a+idSnlLquArqWdnBwEdoed+rZn65hEwp7r2AaCkTc9H9T/V1la5bLMCGk3RruMoaZYq+IrxZMwBLRZD80Xahdw5NbVpe7FP9U6mpETo4f+P6ku10e68zl9T71SKEaiCrxhf0fe00X7pdtrNONMD4eIWvVMprxMfo/WW/eldiI2E1n/Ae1PVqN6KqHn4immky6Rd2PNvDqs/hV+aQP5akN5Ta7to5wB2jtqfSR/bO2ot7148l/jnq75/8TjxtS+ec3zJsZLsWwi9/6Usw83D2rz68LPaqL7OWHBx1zuVYmSq4CumlbuiNpNn12Q49ad2o44hARLiwBCvfb34Ps78+YTdyz8Mnn/wmPRDKIUfUP/I9O9jJfP96z7Q4mO0Vpe7p4CbN7T6Awq8a55/e8XsVMFXTM/RBWp8qX29ipQgDYkfAIkfAgnx//8wSIjTPize6LnkPlD+9eHy4oMn7l8fQnH/3PeLYyX5Pj4GDJHJP/eyTAYdZi7ZJffhkuTDJCYSnt6FUq2hztdqVG/lVMFXLIcQIOy1woSL3mmMT8rXfAglfZzMh9A/PqDe5MMw6YdfQpLtkhxLSijRQut+pli9VBV8IUQzYCRQBCgnpUx2KUUhRF1gCmAPzJVSjk/NcRUlTRJCG2HbO4JjOr3TKDYotbN0TgFNgB0v20AIYQ/8CNQDigIfCyGKpvK4iqIoSgqlaoQvpTwDIF59YagccFFKeTlx2yVAY+B0ao6tKIqipIw55uH7ADeSPA5N/DtFURTFjF47whdCbAa8k3lqiJRy1RscI7nh/0uXVRRCdAW6AuTKlesNdq8oiqK8idcWfCllaiflhgI5kzz2BW694nizgdkAAQEBar1dRVEUIzHHKZ2DQAEhRF4hhBPQAlhthuMqiqIoSaSq4AshPhBChAKBwFohxMbEv88hhFgHIKWMB3oBG4EzwFIpZUjqYiuKoigpldpZOiuAFcn8/S2gfpLH64B1qTmWoiiKkjpCWnBbOiFEOHDtLV/uAdwzYhw9Wct7sZb3Aeq9WCJreR+QuveSW0rpmdwTFl3wU0MIcUhKGaB3DmOwlvdiLe8D1HuxRNbyPsB070Wth68oimIjVMFXFEWxEdZc8GfrHcCIrOW9WMv7APVeLJG1vA8w0Xux2nP4iqIoyj9Z8whfURRFSUIVfEVRFBthdQU/8e5fKYQorHcWRSOESBBCHBNCHBdCHBFCVNQ7kwJCCG8hxBIhxCUhxGkhxDohREG9c9mqJD8nIYk/K32FEEat0VZ3Dl8IsRTIDmyRUo7UOY4CCCEipZQZEr+vA3wppaymcyybJrQmFnuAhVLKmYl/VxJwk1Lu1DObrfrXz0k24Fdgt5RyhLGOYVUjfCFEBqAS0AltkTbF8mQEHuodQqEGEPe82ANIKY+pYm8ZpJR30ZaJ7yVe02EqJaytifn7wAYp5XkhxAMhRGkp5RG9QymkE0IcQ+tMnh2oqW8cBSgGHNY7hPJyUsrLiad0sgFhxtinVY3wgY+BJYnfL0l8rOjvmZSypJSyMFAX+NmYoxZFsWJG/TmxmhG+ECIr2sixmBBCAvaAFEIMkNZ2oSINk1LuFUJ4AJ7AXb3z2LAQoKneIZSXE0LkAxIw4s+JNY3wmwI/SylzSynzSClzAleAyjrnUpJInD1lD9zXO4uN+xtwFkJ0ef4XQoiyQgh1Md0CCCE8gZnANGMOWK1mhI92+mb8v/7uD6AloC5E6ev5OXzQfkVtJ6VM0DGPzZNSSiHEB8D3QohBQDRwFeijZy4b9/znxBGIBxYBk415AKublqkoiqIkz5pO6SiKoiivoAq+oiiKjVAFX1EUxUaogq8oimIjVMFXFEWxEargK4qi2AhV8BVFUWzE/wBVJFW/NAC96gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(kind=\"line\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8d0c9960",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='x_new', ylabel='y_new'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置两个轴的名称\n",
    "\n",
    "df.plot(kind=\"line\",xlabel=\"x_new\",ylabel=\"y_new\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a3509aa",
   "metadata": {},
   "source": [
    "## 2、柱状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "42c8cf87",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'use pandas to make bar'}>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 写法1\n",
    "df.col1.plot(kind=\"bar\",title=\"use pandas to make bar\")\n",
    "# 写法2\n",
    "df[\"col1\"].plot(kind=\"bar\",title=\"use pandas to make bar\")\n",
    "# 写法3\n",
    "df.col1.plot.bar(title=\"use pandas to make bar\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "184db4a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'bar'}>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 多元素柱状图\n",
    "df.plot(kind='bar', title='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "0df323e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 堆叠柱状图\n",
    "df.plot(kind='bar',stacked=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "7736007a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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hneT1rqsxKaNsrRf/Mrn7K2b2T2bW6O4RLyIUaWzKijg2ZjZVQ0H9jLvvKbJL1cao3pZB/k3S18xsvplNk/RdSfszrqmU/ZLyhe28pBF/OZjZ75vZjAvbkm6XVPSd8Iwkeb33S2orvKu9RNLZC8s/dahsf8zsSjOzwvY3NPQ7MFDzSqsj0tiUFW1sCrX+s6Red/+HErtVb4xq+M7p3Rr6X+ZTSb+W9Frh9qslvTLs3dN3NfSu/qZavrs7xv7MlvS6pBOF77OG90dDRyUcLnwdq8f+FHu9JX1f0vcL2ybpHwv396jEkTz18pWgP+sLY3FY0s8lLc265lH68i+SPpJ0vvC7873gY1OuP2HGplDvMg0taRyRdKjwdWdaY8Tp5gAQQL0tgwAAiiCsASAAwhoAAiCsASAAwhoAAiCsASAAwhoAAvh/lvMqUTYZFAgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 水平柱状图\n",
    "df.plot.barh()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "27f62215",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 水平堆叠柱状图\n",
    "df.plot.barh(stacked=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d3728660",
   "metadata": {},
   "source": [
    "## 3、散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "20d1d73c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='col1', ylabel='col3'>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYsAAAEGCAYAAACUzrmNAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAARR0lEQVR4nO3dfWxd9X3H8c/nJhcnq6Ph2l5hMRAm8g9IJkVWBs00MaRpQNtEbRgKasfEJkWgojFtK6m2CbpNldpoqzQeRoS6FKVqQVPTkmwLoxWtBhTR4bDEBBiTx9rmEiaMMQ8ejnF6v/vjnowbY/t3/HDuuU7eL+mKe8/DPZ8e/epPzoOPHRECAGAulbIDAADaH2UBAEiiLAAASZQFACCJsgAAJK0sO8B89fT0xLp168qOAQDLysGDB1+PiN6Frr/symLdunUaHBwsOwYALCu2f7qY9TkNBQBIoiwAAEmUBQAgibIAACRRFgCApMLKwvZ5tn9o+0Xbz9u+bYZlbPsu28O2h2xfVlQeLI3R8UkdPvqmRscny44CoIWKvHX2hKQ/johnba+RdND29yPihaZlrpG0Pnv9qqT7sv+iDe079Ip27B1StVLRVL2unVv7tXnD2rJjAWiBwo4sIuLViHg2e/+OpBclTf/JskXSnmh4WtLZts8tKhMWbnR8Ujv2Dun4VF3vTJ7Q8am6bt87xBEGcIZoyTUL2+skfVTSj6fNWivpaNPnmj5YKLK93fag7cGRkZHCcmJ2tbEJVSunDpdqpaLa2ERJiQC0UuFlYbtT0l5JfxgRb0+fPcMqH/hrTBFxf0QMRMRAb++Cf1sdi9DXtVpT9fop06bqdfV1rS4pEYBWKrQsbFfVKIpvRsR3ZlikJum8ps99ko4VmQkL093ZoZ1b+7WqWtGajpVaVa1o59Z+dXd2lB0NQAsUdoHbtiX9vaQXI+Krsyy2X9Ktth9S48L2WxHxalGZsDibN6zVpot6VBubUF/XaooCOIMUeTfUJkm/I+k524eyaX8q6XxJiohdkg5IulbSsKR3Jd1UYB4sge7ODkoCOAMVVhYR8aRmvibRvExI+lxRGQAAS4Pf4AYAJFEWAIAkygIAkERZAACSKAsAQBJlAQBIoiwAAEmUBQAgibIAACRRFgCAJMoCAJBEWQAAkigLAEASZQEASKIsAABJlAUAIImyAAAkURYAgCTKAgCQRFkAAJIoCwBAEmUBAEiiLAAASZQFACCJsgAAJFEWAIAkygIAkERZAACSKAsAQBJlAQBIoiwAAEmUBQAgibIAACRRFgCAJMoCAJBEWQAAkigLAEASZQEASKIsAABJhZWF7d22X7N9ZJb5V9p+y/ah7HVHUVkAAIuzssDvfkDSPZL2zLHMExHxiQIzAACWQGFHFhHxuKQ3ivp+AEDrlH3N4grbh20/YvuS2Rayvd32oO3BkZGRVuYDAKjcsnhW0gURcamkuyU9PNuCEXF/RAxExEBvb2+r8gEAMqWVRUS8HRHj2fsDkqq2e8rKAwCYXWllYfsc287eb8yyjJaVBwAwu8LuhrL9oKQrJfXYrkm6U1JVkiJil6TrJN1i+4SkCUnbIiKKygMAWLjCyiIibkjMv0eNW2sBAG2u7LuhAADLAGUBAEiiLAAASZQFACCJsgAAJFEWAIAkygIAkERZAACSKAsAQBJlAQBIoiwAAEmUBQAgibIAACRRFgCAJMoCAJBEWQAAkigLAEASZQEASKIsAABJlAUAIImyAAAkURYAgCTKAgCQRFkAAJIoCwBAEmUBAEiiLAAASZQFACCJsgAAJFEWAIAkygIAkERZAACSKAsAQBJlAQBIoiwAAEmUBQAgibIAACRRFgCApDnLwvY5tu+zfa/tbttftP2c7X+wfW6rQgIAypU6snhA0guSjkr6oaQJSR+X9ISkXXOtaHu37ddsH5llvm3fZXvY9pDty+adHgDQEqmy+EhE3B0RX5Z0dkR8JSJ+FhF3S7ogse4Dkq6eY/41ktZnr+2S7suZGQDQYqmyaJ6/Zz7rRsTjkt6YY5EtkvZEw9OSzubUFgC0p1RZ7LPdKUkR8ecnJ9q+SNJ/LnLba9U4vXVSLZv2Aba32x60PTgyMrLIzQIA5it1dHBHRIzPMH04Iq5b5LY90yZnyXF/RAxExEBvb+8iNwsAmK+Vc820/UdzzY+Iry5i2zVJ5zV97pN0bBHfBwAoSOo01JrEazH2S7oxuyvqcklvRcSri/xOAEAB5jyyiIi/WOgX235Q0pWSemzXJN0pqZp97y5JByRdK2lY0ruSblrotgCc2UbHJ1Ubm1Bf12p1d3aUHee0NGdZnGS7T9LdkjapcV3hSUm3RURttnUi4oa5vjMiQtLn8kcFgA/ad+gV7dg7pGqloql6XTu39mvzhhnvlcEi5H3cx9fVOG30y2rcsfSP2TQAKM3o+KR27B3S8am63pk8oeNTdd2+d0ij45NlRzvt5C2L3oj4ekScyF4PSOK2JAClqo1NqFo59cdYtVJRbWyipESnr7xl8brtz9pekb0+K2m0yGAAkNLXtVpT9fop06bqdfV1rS4p0ekrb1n8nqTrJf2PpFclXScuSAMoWXdnh3Zu7deqakVrOlZqVbWinVv7uchdgFwXuCX9laTfjYgxSbL9YUl/rUaJAEBpNm9Yq00X9XA3VMHylkX/yaKQpIh4w/ZHC8oEAPPS3dlBSRQs72moiu2ukx+yI4u8RQMAWOby/sD/G0lP2f62Gr9ncb2kLxWWCgDQVnKVRUTssT0o6So1HgD46Yh4odBkAIC2kftUUlYOFAQAnIHyXrMAAJzBKAsAQBJlAQBIoiwAAEmUBQAgibIAACRRFgCAJMoCAJBEWQAAkigLAEASZQEASKIsAABJlAUAIImyAAAkURYAgCTKAgCQRFkAAJIoCwBAEmUBAEiiLAAASZQFACCJsgAAJFEWAIAkygIAloHR8UkdPvqmRscnS9n+ylK2CgDIbd+hV7Rj75CqlYqm6nXt3NqvzRvWtjQDRxYA0MZGxye1Y++Qjk/V9c7kCR2fquv2vUMtP8KgLACgjdXGJlStnPqjulqpqDY20dIclAUAtLG+rtWaqtdPmTZVr6uva3VLc1AWANDGujs7tHNrv1ZVK1rTsVKrqhXt3Nqv7s6OluYo9AK37asl/a2kFZK+FhFfnjb/Skn7JP13Nuk7EfGXRWYCgOVm84a12nRRj2pjE+rrWt3yopAKLAvbKyTdK+k3JdUkPWN7f0S8MG3RJyLiE0XlAIDTQXdnRyklcVKRp6E2ShqOiJcj4j1JD0naUuD2AAAFKbIs1ko62vS5lk2b7grbh20/YvuSmb7I9nbbg7YHR0ZGisgKAJhDkWXhGabFtM/PSrogIi6VdLekh2f6ooi4PyIGImKgt7d3aVMCAJKKLIuapPOaPvdJOta8QES8HRHj2fsDkqq2ewrMBABYgCLL4hlJ621faPssSdsk7W9ewPY5tp2935jlGS0wEwBgAQq7GyoiTti+VdKjatw6uzsinrd9czZ/l6TrJN1i+4SkCUnbImL6qSoAQMm83H42DwwMxODgYNkxAGBZsX0wIgYWuj6/wQ0ASKIsAABJlAUAIImyAAAkURYAgCTKAgCQRFkAAJIoCwBAEmUBAEiiLAAASZQFACCJsgAAJFEWAIAkygIAkERZAACSKAsAQBJlAQBIoiwAAEmUBQAgibIAACRRFgCAJMoCAJBEWQAAkigLAEASZQEASKIsAABJlAUAIImyAAAkURYAgCTKAgCQRFkAAJIoCwBAEmUBAEiiLAAASZQFACCJsgAAJFEWAIAkygIAkERZAACSCi0L21fbfsn2sO0vzDDftu/K5g/ZvqzIPACAhSmsLGyvkHSvpGskXSzpBtsXT1vsGknrs9d2SfcVlQcAsHBFHllslDQcES9HxHuSHpK0ZdoyWyTtiYanJZ1t+9wCMwEAFqDIslgr6WjT51o2bb7LAABKVmRZeIZpsYBlZHu77UHbgyMjI0sSDgCQX5FlUZN0XtPnPknHFrCMIuL+iBiIiIHe3t4lDwoAmFuRZfGMpPW2L7R9lqRtkvZPW2a/pBuzu6Iul/RWRLxaRJjR8UkdPvqmRscni/h6ADitrSzqiyPihO1bJT0qaYWk3RHxvO2bs/m7JB2QdK2kYUnvSrqpiCz7Dr2iHXuHVK1UNFWva+fWfm3ewKURAMjLER+4RNDWBgYGYnBwMPfyo+OT2vSVH+j4VP3/p62qVvSjHVepu7OjiIgA0HZsH4yIgYWuf9r/BndtbELVyqn/M6uVimpjEyUlAoDl57Qvi76u1Zqq10+ZNlWvq69rdUmJAGD5Oe3LoruzQzu39mtVtaI1HSu1qlrRzq39nIICgHko7AJ3O9m8Ya02XdSj2tiE+rpWUxQAME9nRFlIjSMMSgIAFua0Pw0FAFg8ygIAkERZAACSKAsAQBJlAQBIWnaP+7A9IumnJUbokfR6idufD7IWg6zFIGsxTma9ICIW/NjuZVcWZbM9uJjnq7QSWYtB1mKQtRhLlZXTUACAJMoCAJBEWczf/WUHmAeyFoOsxSBrMZYkK9csAABJHFkAAJIoCwBAEmXRxPbVtl+yPWz7CzPMt+27svlDti/Lu24JWT+TZRyy/ZTtS5vm/cT2c7YP2c7/N2qLy3ql7beyPIds35F33RKyfr4p5xHbP7f94Wxey/ar7d22X7N9ZJb57TRWU1nbaaymsrbTWE1lXdqxGhG8GtdtVkj6L0m/IuksSYclXTxtmWslPSLJki6X9OO865aQ9WOSurL315zMmn3+iaSeNtqvV0r6p4Ws2+qs05b/pKQflLRff13SZZKOzDK/LcZqzqxtMVZzZm2LsZon67RlFz1WObJ430ZJwxHxckS8J+khSVumLbNF0p5oeFrS2bbPzbluS7NGxFMRMZZ9fFpSX4F55rKYfdN2+3WaGyQ9WGCeWUXE45LemGORdhmryaxtNFbz7NfZtN1+nWbRY5WyeN9aSUebPteyaXmWybPuUprv9n5fjX9lnhSSvmf7oO3tBeRrljfrFbYP237E9iXzXHep5N6e7V+QdLWkvU2TW7lfU9plrM5XmWM1r3YYq7kt1Vg9Y/5SXg6eYdr0+4pnWybPuksp9/Zs/4Ya/wf8tabJmyLimO1fkvR92/+R/SulCHmyPqvGc2vGbV8r6WFJ63Ouu5Tms71PSvpRRDT/y66V+zWlXcZqbm0wVvNol7E6H0syVjmyeF9N0nlNn/skHcu5TJ51l1Ku7dnul/Q1SVsiYvTk9Ig4lv33NUnfVeMQurSsEfF2RIxn7w9IqtruybNuq7M22aZph/Ut3q8p7TJWc2mTsZrURmN1PpZmrBZ5AWY5vdQ4ynpZ0oV6/wLVJdOW+bhOvWj4b3nXLSHr+ZKGJX1s2vQPSVrT9P4pSVeXnPUcvf8Lohsl/Szbx223X7PlflGNc8UfKmu/ZttZp9kvxLbFWM2ZtS3Gas6sbTFW82Rd6rHKaahMRJywfaukR9W4s2F3RDxv++Zs/i5JB9S4y2RY0ruSbppr3ZKz3iGpW9Lf2ZakE9F48uRHJH03m7ZS0rci4l9KznqdpFtsn5A0IWlbNEZyO+5XSfqUpO9FxP82rd7S/Wr7QTXuzOmxXZN0p6RqU862GKs5s7bFWM2ZtS3Gas6s0hKOVR73AQBI4poFACCJsgAAJFEWAIAkygIAkERZAACSKAtgidn+ou0/yd7/tu3nbddtD5SdDVgoygIo1hFJn5ZU5iMqgEWjLICcbN+Y/c2Fw7a/YfsC249l0x6zff70dSLixYh4qYy8wFKiLIAcsqeL/pmkqyLiUkm3SbpHjceA90v6pqS7SowIFIqyAPK5StK3I+J1SYrGEzyvkPStbP43dOrTUoHTCmUB5GOlHznNs3Nw2qIsgHwek3S97W5Jyv6W8VNqPP5Zkj4j6cmSsgGF46mzQA7Z02e/JOlfbf9c0r9L+gNJu21/XtKIsie7NrP9KUl3S+qV9M+2D0XEb7UwOrAkeOosACCJ01AAgCTKAgCQRFkAAJIoCwBAEmUBAEiiLAAASZQFACDp/wDZi+h/OHiLMQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(kind='scatter', x='col1', y='col3')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "f1c63754",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='col1', ylabel='col3'>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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8L/yC6BnAz/rHeOyOa3/c0fS+K37VqI5rfz9bmP9E7FjM1SGzjsVcHTLrWMzVYbKu9Fz1a6i+qjqQ5APAN+ld2bC7qh5Ickl//S5gD72rTPYCzwAXL7TtiLNeCmwA/jEJwIHq3XnyOOCG/rK1wBer6l9HnPV84H1JDgDPAhdUbyaP43EFOA/4VlX9cmDzVT2uSa6jd2XOxiTTwMeBdQM5x2KuDpl1LObqkFnHYq4OmRVWcK56uw9JUpPnLCRJTZaFJKnJspAkNVkWkqQmy0KS1GRZSCssySeSfKj//A+SPJDk10kmR51NWirLQurW/cA7gVHeokJaNstCGlKSi/r/58K9ST6f5OQk3+kv+06Sk2ZvU1UPVdWPR5FXWkmWhTSE/t1FPwa8rapOAz4IfJrebcDfAHwBuGKEEaVOWRbScN4GXF9VTwBU7w6eZwFf7K//PC++W6r0smJZSMMJ7VtOe+8cvWxZFtJwvgO8K8kGgP7/ZXwHvds/A1wIfHdE2aTOeddZaQj9u89eBvx7kueB/wT+FNid5MPADP07uw5Kch5wJTAB/EuSe6rq91cxurQivOusJKnJr6EkSU2WhSSpybKQJDVZFpKkJstCktRkWUiSmiwLSVLT/wMO/2sN7BnKwAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 改变大小和颜色\n",
    "df.plot(kind=\"scatter\", # 指定类型\n",
    "        x=\"col1\", y=\"col3\",  # 指定两个轴\n",
    "        s=df[\"col2\"] *500,  # 点的大小\n",
    "        c=\"r\"  # 点的颜色\n",
    "       )  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "18afc08e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='col1', ylabel='col2'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 带颜色棒的散点图\n",
    "df.plot.scatter(\n",
    "x='col1',\n",
    "y='col2',\n",
    "c='col3',\n",
    "s=50)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b45195a6",
   "metadata": {},
   "source": [
    "## 4、饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "de187f70",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "a    0.537920\n",
       "b    0.819643\n",
       "c    0.671248\n",
       "d    0.459906\n",
       "dtype: float64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 模拟新数据\n",
    "series = pd.Series(np.random.rand(4), index=['a', 'b', 'c', 'd'])\n",
    "series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "71dc25f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='None'>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "series.plot(kind='pie', figsize=(6, 6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "066588ed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>col1</th>\n",
       "      <th>col2</th>\n",
       "      <th>col3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A</th>\n",
       "      <td>1.670668</td>\n",
       "      <td>0.055276</td>\n",
       "      <td>0.568523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B</th>\n",
       "      <td>0.373012</td>\n",
       "      <td>-0.903237</td>\n",
       "      <td>1.997029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C</th>\n",
       "      <td>-0.098906</td>\n",
       "      <td>-0.930191</td>\n",
       "      <td>-0.055196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D</th>\n",
       "      <td>1.342363</td>\n",
       "      <td>0.073904</td>\n",
       "      <td>0.934026</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       col1      col2      col3\n",
       "A  1.670668  0.055276  0.568523\n",
       "B  0.373012 -0.903237  1.997029\n",
       "C -0.098906 -0.930191 -0.055196\n",
       "D  1.342363  0.073904  0.934026"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = pd.DataFrame(\n",
    "5*np.random.rand(4, 2),\n",
    "index=['a', 'b', 'c', 'd'],\n",
    "columns=['x', 'y'])\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "53a8e246",
   "metadata": {},
   "source": [
    "## 5、箱型图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "1825ef9e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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u751LK0hSIxzSkaRGGPiS1AgDX5IaYeBLUiMMfElqhIEvSY0w8CWpEf8P+f3VAknhhcMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(kind='box', y=df.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "5d4a66da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 自定义箱型图\n",
    "# 自定义颜色\n",
    "color = {\"boxes\": \"DarkGreen\",\n",
    "         \"whiskers\": \"DarkOrange\",\n",
    "         \"medians\": \"DarkBlue\",\n",
    "         \"caps\": \"Gray\"}\n",
    "\n",
    "df.plot.box(color=color, sym=\"r+\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "f438f0dc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 水平箱型图\n",
    "# 自定义颜色\n",
    "color = {\"boxes\": \"DarkGreen\",\n",
    "         \"whiskers\": \"DarkOrange\",\n",
    "         \"medians\": \"DarkBlue\",\n",
    "         \"caps\": \"Gray\"}\n",
    "\n",
    "df.plot.box(color=color, \n",
    "            vert=False,  # 关键参数\n",
    "            sym=\"r+\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "96de0ab0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用boxplot绘箱型图\n",
    "df.boxplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "c93a8a23",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用boxplot绘箱型图\n",
    "df.boxplot(vert=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64c90b24",
   "metadata": {},
   "source": [
    "## 6、蜂窝图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "b5bf6063",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>C</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.139271</td>\n",
       "      <td>-2.379539</td>\n",
       "      <td>-0.440638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.198650</td>\n",
       "      <td>0.136967</td>\n",
       "      <td>-0.057769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.081619</td>\n",
       "      <td>1.502179</td>\n",
       "      <td>2.128804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.359632</td>\n",
       "      <td>-0.124554</td>\n",
       "      <td>-0.122757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.625368</td>\n",
       "      <td>-2.903438</td>\n",
       "      <td>-1.016098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9995</th>\n",
       "      <td>0.811466</td>\n",
       "      <td>0.729609</td>\n",
       "      <td>0.670748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9996</th>\n",
       "      <td>-0.352377</td>\n",
       "      <td>0.153947</td>\n",
       "      <td>-0.681048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9997</th>\n",
       "      <td>0.248321</td>\n",
       "      <td>-1.086833</td>\n",
       "      <td>0.244322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9998</th>\n",
       "      <td>0.796701</td>\n",
       "      <td>0.123804</td>\n",
       "      <td>-0.780627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9999</th>\n",
       "      <td>-1.263602</td>\n",
       "      <td>-0.007872</td>\n",
       "      <td>1.220182</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10000 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             A         B         C\n",
       "0     1.139271 -2.379539 -0.440638\n",
       "1    -0.198650  0.136967 -0.057769\n",
       "2     1.081619  1.502179  2.128804\n",
       "3    -0.359632 -0.124554 -0.122757\n",
       "4    -0.625368 -2.903438 -1.016098\n",
       "...        ...       ...       ...\n",
       "9995  0.811466  0.729609  0.670748\n",
       "9996 -0.352377  0.153947 -0.681048\n",
       "9997  0.248321 -1.086833  0.244322\n",
       "9998  0.796701  0.123804 -0.780627\n",
       "9999 -1.263602 -0.007872  1.220182\n",
       "\n",
       "[10000 rows x 3 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 模拟数据\n",
    "df1 = pd.DataFrame(\n",
    "np.random.randn(10000, 3),\n",
    "columns=['A', 'B', 'C'])\n",
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "6d59fd63",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='A', ylabel='B'>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 基础蜂窝图\n",
    "df1.plot(kind='hexbin', x='A', y='B', gridsize=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "53f0aa97",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='A', ylabel='B'>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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a8JQx5mngZeD/fLdGHkinLcXerOfuBS1rNyZ8BL/Hbdx1sXSHr7cXLZj6rva3rG2//VjVYmUtit4eUde326ETFdukOq9t0Ijvi4V4pvvpM2JDIarKNL6NnRgPorbf9vOb6tYO5+fhsjrUdMt2O53jPtu9jIvDagcBC/hxc7ef3Zgx5tPA2rbPftUYU7p/fh5bevGO9kA67b2i/PmSToJ9yLK8x1f2btrQjlHhp+h+cc8v6GxnOChP7zOugMG2orGCyQKhcpQz5eiAdXofTIogeAyy7tw9fHO7Wor1dQMPMZTaRrOZ0hgDjUBO4Acs5NMKbPQ/GzVoSAunVP0X09x9gb23pVZsFhnjspyC1bwuijHT9EV7nSZUu14UIIFCaRexT2CYwM3O/PU4SLOURibUx3ehlRwQ5W93TntRuALk7ucn38ah/nPgl++20QOJae+VCSGI38XTSQ89eFKExjkPYR0L4PBpm2peZzv4qjHbbXuUq40hN1AoCxkk0jrHG+MhmVbMRA2SILILg8pgMCTSFui9c7/tgezxjDsPw6Cwy8H+pSOEdeAYw9BBN6GUzMYt21b9nOwHBMK2b2EcSSxDQmmLBQu3tlBoC6FYIMceKxDQcNfN+704kMxJMdHrFtAMA4udQ6UUeBCWK12tYcSOFO7noKoG2yT7pGL4rjSxa+2Rm8aYZ97+YcRfwb6X/tndtn0gnXYoBeZIU9tisY7toJkkcfgFs3IHel8gJiyLgFthiXLb9o4eAkwWM0dlTqotsTCWIZMtag75Lv02tXb9sbYn2YB12FIIi9V7WVgHi/jklanrISbRd+kw/UQGRI6jXlEZa9Go/6u+cGpqlE4hJpV1gOqaF6WlHh4E48GYCVVRVvTIyfl5WuR+qhi+Uwu5vzTK29n9PqQQ4j/FLlB+0uxiGnSQhX3PCiF+SwjxghDiOSHEf7tXbStz+B32/Spy6//W7vfOVDRPpas5QTONZ3tceKr9Wj9V1T63tBHLoIJKSlO/EwZlTLXvnYr+WoaGmWo32iHiybVdAKw7H+twJy+ku9HzfEZl/Zz9BGv6mky3dbtzYFsbO17Ld2i7GT91rH772sPk/N5xV/bNSm4Pqd0v20tMe8f2hfgU8JeBHzHGjHazz0FG2iXwfzDGfEUI0QW+LIT4NWPM8++04UOwWH9X85jvOyngOtWGwxMyZSi0ZS30ooBAGDwa2/C0RWPI1SRaDbARWKlt4k2mSgqtGJUFC0mLQtvoPHaD06v2VYk52IzIXBsrIiQCzra6lEYTIit+7bAs2MpTNoqUR7qLICz7IhDWwSnPatHacZyhHVgmd2ks+6MhBKl7cGMHZ/SLnADBXBxa+U43i1Au+k4CuwDpFf6U8ZCQsOdsYDMvKIxiWBYsNdqWwWKMUxI0dKMA6Sl/bn/lICdhPNTgXizCsjRCKSiUJteGNC/phBN65U6iW8YFG9pMko2MmcAYdWaQcsc3hh0zK4VwCofsvIgeB5Jwh0Xkw24H8WjvIeXvZ4HvxeLfl4G/hmWLJMCvueN83hjzX96pnYMs7HsNuOb+7gshXgBOA+/YafsEjcNsglsL377TNrwOh3ROwy8qely24bDLdBt0pIBIOEeiDZEMCUXAQtLAAK3atj59uV8ocu3bnVAGS2Ohg1gKEhkycunnCoiDiPlGxEKjWyXH+ITK0Dky5cjmkRQkDrJIHRZeaE3hHE0zkAgBW0XGWBWEQnAm6hK5fmxX9BsrG+2WWldjYz4JiQNXlzIICLVEhCHDUtMNLV2yEUxkimxq/vS4shQ6QeAWbr3DBv9SE8TS4tz167eTKTN5EYaujWGpSJVd0I2TyWgJxLSi4k7mIa7b2bsRxz4IaGCvrpMx5k/t8PE/vNd2DgWmLYQ4j63M/oUdvvtJ4CcBzp07t7v23M9hdtu7fnvXGQ/b9rmljV1GTnecYQoBNVjldgN2Qsm746G2N44ULrHlNhRBg3V8t3x2m/a0g1+msPcdroNvw0ztXW/f4yvT57VTGzvZLedUoxfW6Y53gkZ2+sbHHtuv8x3v8R3GzLvZDoajffjKvh045U8I0QF+HvjfGWO2tn9vjPkpY8wzxphnjh07tqs2D1rlby9N4WADvTN2WrdQ2B8pqFLSQ1yZJrdmmCtNqS2PRLrvlDb0C0t5C5hgsdlt6GFKG1unEutU8m3b+f4qPaEB+oivdNmRotY34RYHS7d9qW09zFGpq8/s+dlo3EsKKG1oyIRYhEgEY6UqVkQdo69TDxsuwSTyFEAHkwSu/Y5LmElLXWVO+mu+HYYwxsJR2yd1PmHHn7tw2+ZKMyxUddztbQWYW84vriUxZeruYwAm9L7tlM3d2F5h7vX29sruRUZiL+1I5a9mQogI67D/mTHmX+1dwxzuMPsezNLUJlStQmkKh802glujuzpFMaq9kn36udKGQAiagXSfWYceCukcuxXbAvvgj5V1JnFtym9JGsJS7ahh48Lirtq1W25jYDQDgZaSTZcx2JSSluvkVqEsvFA771YsLQPEVXSxafG2rVgI4lCQa0ESNKrrkLk2PPvDDwUr2C8QQpK467Gep2wWOc0gohc1MMbQL1PGqqQXxkjRAAxpaeGk+sJerqywVTu07JUocMUdjKFfKAbGXotOFLiUe6dF4gpB1G1U2OxJf7s0EJZ20ScWgpk4nOKkW4jH/t0Ibp0N2RmE/2v35seWBJLgnUXp1QsNiKWZsI3eoR1EzHvYZisH5rSFvRL/EHjBGPO39rLt0E3x97NC8v2yCqZwVC3vCO91xmZw+hnCYrWW1jahrvnPdpqleMqYX3zb3jcfRUfVdv6IE6unxXsnHwVeFVBPOWzfVugedH/uhdYVFh67fadFoPy30+dd71v9080iByAU9gyUMYyVTU5rR1FFM9Tb2qqzkzyeLyw+gmJS/NjTEa0O9PR1rptXPaxHkT5FLnEvBZiMAV/xfjul0dv2MbNbmxRt3vUutzW/SAvsmcMOORgc/rA57YOERz4O/GngE0KIP3A/f3gvGlaHxGHvltZ3O+qe3uGzKhqrTdv1tv13+syr64Gddm+n/HkaoKXK1SJkY1COVketjZ367bPtpE+JqfVD1foh3b5er2MnHnNpajQ5POXPbmX898ZUvGvtYJCdpljG2EVM7bbz0IlfZMx16a7HpIjyuCwqSuP2vtUj5Xpxhfr52XZvPT+lp++nMaZaPK2b/yR31whupevtNAam7su2e3Q3fp9ntNQVFt+u1R3/ZGy9MzsIyh/YWcvdfvbTDpI98nvcp9nOYSGO+FRvfRtalrdS25dMgNMCN4ahgwvaYVBBE6WZFJwNhaf7GdLSqeD5xTO3rZ1ST5xbKKVTq/OMDBe1Skv5W0nHbOUpzTBkqdlFCkE/12RuCc7CISVr6ZhGGGNTdybHHCuLGfsZga12o8h1RhJEtMPEQglSkJYFw6xkNVMkMqQbNfCqejZQNwwLjcE620xlJGFIL4zINPRzZfsjBLnOGZU5/SLj0d4iAIOycNcpYKsoSHVO6HDsZhAxGzdYSlps5CUGGKsSbRQBcKLZJhKy0ueOxKSYcW5stNcOpWXc+MIRxlSqipEUzhlD6qLoyM1svNqfMcZdI6tl3hJURRccCYVM6SmH7ivwhHJSZzPXhkwppJC0HKPG4+G+z94JB+LONR3jQILS1TpF/A5CbstgwiXw7N1jvt+PthCHL9I+FOyRvbbDQvnbDS0LbqX+pcoQuFTv+tQyxFDi+Nk4jYsatuzNOgS38Kh1xU9uVNl+djspbBvW4Ro6YYNe1LQvCWPV8KJA0nR4cGk0L24uY4BFerTCSQzpnbrAvqw83HF1vIbBsJC0aYeJw7sNsQzZykeMVEYiQ2bi1lTSizKQaevwroxW0Uaz2Ggz02oQSqvGZ3nRgmbQYCZucMqd//V0SKYUgZA0ZEIkAzJtXySNIKQTJk5vGxphOIlkCWk2mgCV/Gzd6s4vltPKiL66jV87AMhLG/kLJjBKiHCRscXoYcLTr8MatniuwHhIyd0PgMA59UJb/BxgLpZVxCexkJZ37EbZoKA0d6YcwnSB5XfqrHwW5l6ZnQnttwmkPJDqlLe1B9JpCw7HWuRuaVm32Zvtrt62N1lgu/Nxd3H2xjkGv7UQVWahqW1TYdF6grrKXT+O5jbbT1P5fNTvIYn6Nz6jUE4BOq77DprwrfsU+GmgpOaIqr+9pnatRzVqnocSdqIPTo5/7yPMN2N26J3Zdsx7a3iaOjl9THtBdnPHDltUWbeD6pnYnfbIvtkD6bSLfaT83emhvpPVVdc8JCKFjc6TYFI6q34cH+l5d26dmV0sk3LCAY7kpI12GFQLeFEg0NpGiiNVkmmFKA3dMCFXth8lAqVsEYJcKYQQZIWmEUpCEXC2Pc9qNiR0tDkJBIFkM89JlaIXJZPyYcAj3WPczAYkgaym/10ZsJWXzCc9tvIRBkNalkRBgHIYr6cjplrRi1qMVUa/yEmyMUkQMigKWmFCUbqKO24RtRMFHG+0WEnH1fWKBBxvtNjKMySiwrWVu/ZKm6qkVKYhkRbO6hcFmVKURtOLGlXkWL/2pYMRPB5shKArAzKlXcalxiCqa2+Mhy/s9p7eZwy1l9PkOz+qrEbK9NiOpKAb2WNpYwhu41wiq+xVvch2GqnTC7qH0zzlb1/jXmEZR4fJHkinvdtA852YTy/2uGF8lxqE203gVv+DSXEFv3cgBEENAzdualw/pXq2o0+LVth6iqWySno+ozD29D5fbBfoRRGlCdjISvqFqgoP6NoC4VreZ1imzERNLiRzaKP55tYyN7Mh59sLPNxdrM65F8WkSpEpQ2kUN9NNCqM4155nqTlrleacY7zUX2OzSOmETebiDspont24Qr9MOd9e5GRrFm0MY5WhMTTCmF7UQmBIggCJoB1a6lyqCzayDAPMxy3GymLJJ5otlLEFCQoDozwn1aWDggrL5nDRfjMIOR61wBg2HV1vXKasZn2EEDzWW6QRSIaFInWc74ZTKcyVYlBaal43tu4k04ZQSnKtKbSNqgOXHZltexl7h20r6sCgUBigFwVTjBePmfuq8X4xVBu7VuG32WkMbqeC1q0+Lnwx48PsvPe7Z3XY6rDYA+m0Iykxjkd7P22CDd/7QK/wS/eg3WnvSlL1NuZ1KnTNIWxfQzLUKFiemqcnUYR3EGUNAhmWKQCzsV1AHJUla5nVtFlsdG7NAMTKwKZlTmEs1toMYtsf136uFFuFbbcVxAghGBU5wzIDYC5pAwJlVJUyHosQIQSRlASuvwEWI8506XjYsqrs7s+vrgqY6qK6DpPsSPu7HUaVUqC/p5vFCI2hF8YkQeCO5aAeB8EIMVE9DIMJLXLCp55Ezn77nSxw9680E0rj9ipG9ftXV2n0Zxi+jTEI1ulvHxeH1SIOivJ3uCLtw9WbPbJS33+HDRPHWKdb3avt5iG5m7Snp1TVHfX2868j5J6mVuf5ehpcfUB4h7tVZI4iFzITNwBYSQe3UMwC93csowrDHpZZRblTRiPEhDI3VjnGGJphTCOwS2Qb2cj1Y3IyyhE4PV3OsiiUhZSqhT2NcTRDW9DAuGQhT6sLb7kOHkPfLDJKrZFMzr8dNm1UXhbV9fILvnXZVh/AVtmHZjqD09+LO91mf/98fVDDrdmMO92/nSmbd7c6RXBKHfFtZFDupxUcBOXv7gp/+/2ieyAj7f0gjvhEibeDaXt8Wpnp4rZ3PtaEPrX9wfJRl/+RgJaWsuYZLEIImqGoHtZ+odDGVnuJHXVuIyuryFBKwYnmLIm0i3eDQiGAjyw+xM00I5KBxYQrOqKdYpdGYTCcas7QDCMKLegXGYXRlLqk0CWbec7F3hKRCFxqesDTc+dQWhEEgmfX3wIDc0kLY6DZiigpCJAsjwdslSn9IuXaaBMhBB+YO8dis40xilcHayijiWVAIAJ6UZN2kCCCmDYRsbTnm2lNpmA53eL6aItxUXC80aMwikKXNIOYmfYiIBiW2lbFkYZhNkQiyXVApgpm4hbNwNa+3MoVYNgsxlwernKmPcNSY8bfJXLt1wam77d30lIIZiKJYlJUoeK/Y1km3jydVGAxeBybRHB3iKN0Yy8UWIZNMBlHb2d87qft+ytFcMQe2Q/bT8rf23nL1tXcYrjz3Ll2nNuxA8BCJHmtXaEs7LIdJpFCsJErSvdANkI79V9LCwcziIr21XK47bBQFTSQakUchE4TY8K2iISNACMZ0nbp2wJYzUpCGdIQgkg20cYwn/QwBpLAUhptYgyEQcivX32WrXxMEkYMlIVMOnFCKAPSMmescpTRPLd+FQN8eOE8vbjFsCy5Np6U38u1ohUGzMQ2Yi6VRiEwwlZOD4QgVYrFpMvJZs9x2DUjd8x2GFUFHMCuF1zaukmh1ZTjWGh0HP3OvrgyVfArl59FY5iL25SJdTSpsrOFxg73cOyUEEOstGvdRfh1E4GFByb0TzBi8tnYFVzYTaElq1Hj7x1sn8e9nfG5HybZf2hAcLQQ+a1lNVrfnZy7cdvedbu7TQ13pgXgs/W2HfGO7d6Nrljxs2/Z1y7wiVs2F7Uu2tJh2/ebOv6tB62gjuntxI5b+zam+7HzeVaskG0Y8tTRPRS045Em3+yWmfx2WUdTkImjJt4rpHGYcevDaIftej2QTns7Xe6grHRTWI2dwtbTkCPpBZBqlD+sDvTtOMGZ0pWovxS+pNaEdtaQAhlKCm0FnkalJjOGREp3DIvDx1JUq5tpqQkc02SstE0P15YNkyqX+CMFUttUdCEE/XLMOM1phRaHzlXBXNIh1SXNIEEZw2qWspJu8dLGMh87/ggxklwpChRZWRLLmMxoNCWZKhgUOccbM3zX0uO8unWDZhCy0OiwUYzphg3eHK5yfbxFIgNOt+f42PGHuTHqkwShw8AlS405MpXSiRJSVdpq7EZxPR1wbbTFI73jlEqQCZ+xZ8+50AYhbCLRyUabN4abXM03mEtahDKkND5rs0muSlueTIbkpiAUhkLjFBKhF4X80Yee5vmN67TCsLpPsS96yWSB0n5uYY9CWSxcaYNxi6hxYGcwksnLwhdSDiVI9+7UZvr7Qps7Zj7WxxTcul1d+Mvs8P1B2YFQ/jh8C5EPpNN2tNQDN48nb++KzYyDMJjwZktjBXsKZXZUbgMLJ0TS3PJdCaTOqfraf3muKmfRDCXaGAaFQmMLCMzEEmUMm7nCKLddIKuMxbGjDRokaVmyVaaujZTSKGIZOvqZZqByBqM1ZqMODenFjgIWklk+tNgmEAEjZVPJjTEMijGl0cxGLY43e7TDhNlYEwhJoAVPzp2psghPtGbIlOJ8Z4lTzXnGOicQglbQ4FRzgbVswJfWLhEg+e4TD9MMmlwf91nNBoQiIJIJM1GHZrdBKEIyo9hIRxigFSS2b2XKW1kfgeFUa4H5uIsyumKqREJijCBTJYMyJRMhS80WkUgYlXYOYF+Gdvu1bEwvbqLdImm1sAhQasdX94ux04uJQDXrSl2x5HrFmgCDFpbaKTA0XAX6e61+5BX9AJo7qEWGO8Amh8H2vUdC7I2C1h7aA+m0QylRanuNkf23KsNugibc8h0OLqyKCty66dT2O5WO8meq9OSc/e/EpU/7pI76Z6pGGfPp8vXVef9y8LQ6bSwH27YR3UIzbIfJVN+kkDQdrU+5Qr8GU9WN7EaNSYEAR+HzzdVfTFazw9IJPSc5EHb7m1kfbQzdKCKRFp9fz8cWn5chfvU/lqHrx+QaSYeQjpVVVwlEUPXD0gcrMAegwrvjYJIMvv36FVoxUlY9sBM2QEwi1sl57d4J1GUMPA/bs1e8LxFC7DjG7mRV0d/D5Y/uaAdF+TtsC5GHK+7fIxuXilElYv/OXLens70jOtQdxpmFJQ2ISbr2nWYJU7hr7fyMsQkd/lt/Y1OXLSeZUNHSUtntxWQ766yd7nHteJYuZ7eSQhDKwEXLKUpblWnluN1jlVmtaV2Su4U3L44ksAt9xkxeUFtFeosiXb0//jOfym4zSJXTVrG/F5MuAtjMx1wdbWKMYSFuIxAU2iu1TPoxRSU0NokoFtYJl0ZVin+6dr+F60c7aCCA3HG+66a07aMtpGCXGwfu/ERt3GynrNmxdXsmfmnqSolU9832v7bhPfoyr7Veh1YOux0E5c8vRN7tZz/tgYy0lRuIls3wzt7M3okqbaz+8570cNrGqmTksNKGDG8pb+Qf2NLYFG+fcm0M5MZQak1DSssHDiz7IAwEI6cUuJaVVVsCKIzh+njkKGaJxS8RDIrSZudhXybKlFwebhCIgMVGi1AEJDKiX2Rs5ENKM8QYw81syEzUpIwMy+kmg3JMKAJOtmZoBwn9MmdYplwerpHqkkgGnGnOEsiA9WwMLhKWTuUvFKC14fX+Guv5gGPNLpKArWJEpkp6UcKgSNnMx/TiBo91F9nIh3zmxiU+eep9lCZw0agmVSmDMidTJZ+7/jwzcYePn3iCZpAgpWRUZuTGUvySIEShKI0g1wWZyolkQDtMGKqCKAg5HS/aRBbHko4CidbaqTnal9659hxC2JfMqMbqaEhJHLhiE8ZmuY6VJhDQElbwKdeTYryBY+RsOFgrksJmSrqivNW40HpqXOzGLIPm7S2GHqQdxAvmCNPeB2uFElHqSgbznZhNLzdTaeV7bc0gpBm45I8dDqOpUflq6XVSQCIEiZu+2TRn4baHMAhQpZrSFjfYCFejaQahcyKCjbSYSsgx2vDW6CYAZ1pt5hJL1yuMJAlimmGIMpphmaHTPmv5kIVGh3YUTxYotSIWNnlmOe27NHLBYtImMyWhKjBBiDQCr0nny5gt533eGN5EY3i0d9Li3UKwWQzJdMm1sa1Md74zx+n2DEov8HDvNCB4eesawzIlkSHaaIQQ/OMXf4NxmfHtS0/QcA4boBXGdk0BhUDQlBbiWcv6ZLogFNJlegpagc0M1bVXt9de8QGgEMLJ8Aq2XEq6wOLdxkE8AkvP9MUPfGUaW5jZuOvgMW+bKBYIm9peF7XyEqrbx8Vu7d3krOFgKH/sgQ+pmhLip4EfBpaNMU+5z+aBnwPOA68Df8IYs36ndg7XK2QPba9Scvc7Q8yYadgDttPWatGGp6vVfm6xO3xUpXPveI4TOMVDJ9V+jvJnF+AmQ8hP431ftEvLttmJ1pFth16mIaxJTcY6jFHH+7f310McXsPD1I5Vx5JDGRAI6XjWnrtRrflNXXNd+12/MrcbCfV7om9z327ZtrbdnUZYbenjUFq9yML9flYO5hrsKTzyM8Cntn323wO/YYx5FPgN9+872gMZae8l5c9goZHSWHrWTguBt913l1xcXwTBL1GV2tH63L5W4c3WXbRa1B7CqDk2bWs5GialqiTQCSXDUpMpTeASN+biJpvFmFQpro+HzEQN90BYxoQxhswoZuIWm/mIq+MtCq3oRAmDsuDGaIvXBzd5qLPAQqPNQ51FbqZbDIoRzXCGmJB+mXJp6zovbV7nRx76MPNJi0hKlDbMx21eH66wnA6YjZo0w4itYsx83MUEdnGsEzV5pLvE9XSdq+NVtLZp74MyQxvFSjrgRHOGZzeuc228hTGaNwcbfHzpcR7vneTra2+ykvUZFGO+7dhD/JUP/ig//9qXQQS8ObzJmdY8cRDRL0aMVU6qCkqjebVYRivDy5tXeWLuFKfac9U1HqmU2bBJEtjEosLY+7SSjtgqxkgkcRDy5iDloc6Cw7m1S3ixD3amHSYtLM1SacO41LQCaWEhrAZ6iiSW0A4kkTBTqfPeAilIBBONlR3GmTbmFg76vY7PO5lysJAy0xmb98Ms4HUQlL+9OS9jzKeFEOe3ffyjwPe6v/8x8NvAX75TOwdd2PeW6cJe2F5S/gSWq6yUK4KL2VXR0zsV4N1uoetwYTzWqRkp+xC0XcairwSSK1Oje9l2t/KSXFvamdXHsMfSwFo65kZq070f7hyrWBdzcQuYRC9r2SaDMqUdJjzSW8CYkGtjxUzcphVGHG800Qa2yoLFZhuFYiXrs54PON7oMhM3aQYJxhhyUZKEIY/NnuLhmSVwrI8LnQW0MbwxXKUVRmwVI7629lbFNzcGzncXWGx0CISkF7U4217g5y99hlc2r7PY6PGRE08iEfzQ6afoxQ2uDjd4ub+M0laI6pcvf42n5s7wgYXzKK0YqhSFpDABf/T8t7NZjHhx8yrLaZ+lRodASiIZMJe0UUazlg3JjeL9iw9xsj1LgKQdNioMW2Fpes1QIIUk19CL7Ll7Wp+9toLldINX+itEMuCjxy4QiaBSZNTGoIRVc7SUPps1eSMdYoCFuIWp3NPtZ43bFSG9Tak6iltVKO9lfN7JAmH7cLfiCntl+w3oCLFr9siiEOJLtX//lDHmp3ax35Ix5hqAMeaaEOL43XY46Ej7Z4C/B/yTvWzUp0bvhWiUH8wea9ztWk95++Bnx2NMlOcmjrReHeVO/fC4ZrADnWxQppavLQK70LetPeFQ12Fp5U1bYVRFZoXDg60KnqQ0TqRJSEZl7o45GdBxEEw9/Dayt33ylDttNLkuEUKwmae1pBD7VydKXLsSX3T40uYNtNHMNWwJtFBIZuImUgjW81G1v3FXcak5YwvqCiqNaYnt27DMqyvt6WNRjQ6ojEYKwXyj7XB06RgEosoE9S8Yu7upKJVCOB1wd51XsgEaW97Mwz1eB8aerpn6LHXUSuHamBojtb93q33tx/9OKpT3Mj7vZHXq6v32qAdT2FfstgjCTWPMM/e7N3DAmLYx5tPA2l03vEcr98hh1y1yY2W3Efy9UqpCOUnI9sfK1QQr9JTDcId+tLz6nL51+/nERq25LisKGkzwZKXt3zORLbO1VaRkStlpvWt/VBbkqkQpxVpqedGJU83zC32u0VvOyy+SpqpAaU2AYNYd60SzhwRKXTIqxghgXBRoo9kqRqxnQ7QxfPj4I4RCMszHAJRGc2W4jjaG480uEkEkg0op8JWt6y45JqjkWjNtC/UuJG06YTJxxO4cAGIZVlolaWlpfcpolKMX5qqY4PDuGubuWmW6IFOFq2dptz/dmkUi2ChG3BhbOqJX75tW6LOftcPIJvIAheO1C+zagzKG1LWbOYXDu2HIFTVQ31r419/bPaP87YMvPbjCvvdV5e+GEOKkO85JYPluOxx0pH1XE0L8JPCTAOfOndvdTru4r0rbB8gWvL37hfc0K9enu7Z/r5QqKYRTWxMoIymUdqJGpqKMxUJghKGfp0gEYyXItGImSmhWhQ50RQ9rSEkkYxqdeTJVcGW8xXo+ZCZqEQcxIGyNSAFJGDEr2gCspFbvOlWKubiNFPCN9etcH21yM+1zrrvIWjYkCSIaMmIzG7ORj7jQPcZWkRJIyanWDIkISGTAWman/FdG62htuNg7TixjEhlzc7zFWj4gDiN+8PRTrKV9fub5X2asSr7z9Ad4dOYkx1sLfPxUi26YcCxpo7TmRtYHIUhVYWdWCE6352gFEavZkH/3xhfpRU1Otee5Mtrgkd5xjjd7RELynpmT5K5yz/XxBgEhrRAQgjPtec63Bc0wRmtDoRVjZfXBC1XQoUkiQwwhhdZkOmdQpozKjPm4QyMI6JcZm6VBCMkj3SWGRcZyusX5zhwjVfLmoG+vUbNHLAW50dzMMmIpmY9b9n5LQewi8GGpybV9OSDsS1SGVkO8dIJSXm7Avxi0sZWKZFU4YbqKuxFWDEpAJY/QCi0l8TDbA0j5+wXgPwX+uvv9b++2w6F32g4X+imAZ555Zlf3LJQ2U+/2q/2T4qvbZTLvZPf6Rn072xtjK+IgxNSCok9lXh6NKFxk6Ll83VA6EX/7gAom9DCr0xxbuMBoSqXpuWlA7NX4hGAltRFzJEISGSEENFw242q2hRCCE60ZTrRmEEKQa0WuFSv5gLV0YK+1sMk3c7GVVM3QXB9aat5mPmZQ5kQiQBDQCENeG9ykGTd5pNHjQm8RI+Cnnvs3LI/WeO/CRZ6YO00oA25sbKKMoRc3iGRAHITMxm2EENwYb1EYTSgkc3ETIQQv37jKRj6iEcSsuYIL7ahBaXSVjWkwvLR1zX1nCw77+1Viq6SHMrARqVZORlaiXUZnYOz3Y21ohQnHki7tMEYbPaHtyYh20rCYf2J1SC5vrZPqkrm4WdEtrw/6Dl2IK42axN3vTGmkkDScHIEQgoabvShjOffgHLIxtYpGbtHcvczr4zGQwuqWYGmiQ6cyGLjxclipgAEHoPL3ziPpels/i110XBRCXAb+GtZZ/wshxJ8D3gR+/G7tHHqn/XasjgvvZtsdP99O3arduJ30rG+7717QDmt/S2FTlqeoaNv6U51/7XOP7Qo8TW4CsXhKntIaWy/GhmJV6rxLevHXwGKuAslEtN+3Y/WfbSvSUH1vMy0nZEMQxEGILASezWyMoRM1WZMh4zK1sIC2jBZllM2GZPrBDaoyadpBFtri5zhdQGMc1a8klkEFvXpqoO2vnrpP2lhs22Jsk8/9S7A02mrA1M6vpudYuw+m+u2PGUqJ0FTUQyviJSpMfuo+mgnNst6/6fWIyRWdPvqkjZ3+ntzbybaa6YzRw2aKg3FYexVpG2P+1G2++uS9tPNAOu27Uf6EY2KUZrIItN2U8WnDNtGhvoXGUuwKc6tQj5+eKkPFFJhqV9tq435Bxadw191ZM7ClryQOmzcTDPpEo0W/LCqnOVLK+lJhC+0GYpKynipNqjRSWJrge2eXuDYaVouCpTGsjDMyk7KejVnLRqymA2biNk/NnUEagUKxELcpdcFmPmKh0SMUkodaC3x1/TKr2QCJjVZX0j6tMGY1G7CejXh05jgGaAcNFuMeW8WIQTEikZKxKnm8dxxjNCvZgJc3r7HU6PHnn/pRfu6bv8W14Rq/+NqXeP+xh7kyWOWRmRMgJMM8ZzZp0hQxz914hXargzGa1XzM8niLXtRgWKTMJV1mkxbdKCErc4ZFSq5UVdZsMWmz1OiSyIiFpE0zDAFDK4j4t298lT+4eYkfOvthe1wsb1xj+MbqW1wbrzMbtfn+M08xFzbJ0MRCUmqNMoZ20GSsUjJdMFIZpVFcHuUsNXqcbM7y/OY1bg7WWc/GPDl7ipZsEEhNMwwJELamZalJAuFKyU3GQPXScb8T6SJrYxBSuoLKk5R35SJvX6FGmWnqaigFc3FIrvXbKpu337b/lD9x6LRHDpryd8t0wRjzD99pu7uh/Fko4Pbfe4W+HdvHVnbZfvF8arIBVxVk+ntPzQuFYCZ2dQfVrYumjcAWIiiUfTFoh1VPTklSYtX6WuH0gPKJJQZL/7s63uDFjWViGfC9Jy9yrtMjV8YJ9pe8NV6rIrxulDCbNOlGTUYq5dX+CrkqeWntNT537as0g4T/7pmfoB01ebm/zFjlnGrN8F1LDyOF4DeuvszrgzU6YcKZ9iyZKiwmq1K+uPw8v3Dp04Qi5I899oM0w0Z13HGZ8TuX/wCD4VPnPsxPPP79NjsxaACGDyxewBjD5eEav3n1WYxS/JOf/Tts9jf4jg9+L3/kEz9OFIR8fOkRAiGJg4grw3VW001++dKXAfiL7/tjPDx/AmUsRg3QCC38kxlFVthFvjeLdS70TvDM8YssJt2KxWGAX3jjK7y0cY3FZpcPHb9Av0xpBQ0CETBWJam27S7Gbdph2768yhHjMuc3rzyPNobzvWMsNLq0woTznSVSpZmJw6ompDGGwBg2cs1YWfjO48xFjXGy3ULhy67ZivLgcG4xeciNg08yDaGYyLcGUtA8ZI7pdnYgr5SjNPaJ3WG68I5sLyh/k4jjVi7TFFuihgPWYZlgh6il8Dh6bU56p1qOXhBoJ7jH6zTfbhB72t5aOkRjSILQwhnCRoxCCHIzEVTy5xXJsOIkp8oyKK4NVyi1opHElcLdwFEEu1GDwFWDWR73AZcavm0G81Z/mUIrojAmlBH1V9CoSB1LQ3OmvYgUktBhyEIIpM5BCFYdcyXNU5bXljFGc/7MIyAEjSAiFAGBlGzmVs9kkI8qqONC75SjLZZVv+psCuHGjDKGQFqOeOgcmYdS3hysovGMHAcvuDugHFYuEVXE6mmRwzKrzq8VNtxsKq7w0noRXz+OJnS929zgW8aD3VfXCjP7MVAfnxOa4eGPquvm78G+U/5uMxM/SDtcr5A9slLvJeXvDjfMPRC+nt50evWtlKx2aMVALR0Pp1w3TcXSPlo3phIW8ti0wBVJYGfqk3NFaKPplwWl1pxo9khkSKpK+kUxVRS3Eyb0Ips4kogIYwzDIiVVBVIITjfnCITk208+zdnOcQpVsp72KbUilLZG4puDVZ5du0yhFY90j5EXGa+svs6l1TdQRjMubXmw9y0+wvHmPAbNlpNTzUpHw2v0eLh3gkBIfn/5m6SqYFikbOYjclWyOh6QljkzccvS+6KED33ou2gkTS699TKlKtnIhlzq36DQioVGh0gEnO+e5In5C8Qy4jPXn0VphTCyugZbRUqhFevZiGFh5Vnt/dG8urXMqMwp3YKrMYZPnHqSdpiwlY9Q2iuQTOiCEkvXK42m1Mpll8Jio8sjvSULSxlIZEhpSqRjFw2c6mL9PnoaZ73Ar39Y64We/e/c0fqmYDxjquhbu3E0UQg83EV8vXkKa2lgWGoKvddk3jvbkcrfA2iTRT+qoPV2bj5wRVJtlfCJVoZ/k0eOfpcrU4kSxVJgsEVlm4FV8svU9MMmBRXbwOOq63nJIC/JNVzsHiOSIRpJvyjpF2P6RUooJJkuWMtGnG7N0Q6ajMrUOSXFUnOGc51FSq14z9wZSl3SChuMVI4xmqVGl3GZ8iuXn+VLq1dYaHS40O7xRrbBv3v1Mxxfe4O5pMXrG29xoXea//r9f4JO2OBr629ybbRBWmbcHK0RyYA/9NCH+dS5Z7g22mB13MegeWOwzqDMSMuctbRPHIR85PhFZuImT8yd4H0/8T/w2tZ1fvmNzzEqUtbSR3l16yZCCNpBwkzc4lPv+zGEgOc2rvJrV59lJm5xuj1DrkoEAZ2gYR1wIGnImBEpmS55ceUSf/t3/j6tMOGJh97PG/1lfuzh7+YvPPFJV6RYE8mQZiCJA8G4NGzkuS0QISSbZUpWFjzcnacVxDzUPl5RN3tRUM2UtIGNPGczH9MIQuYTqzHeigLiQFJo7WCOOq/ckKuJI1fYWZlS047fw2QaqkVT5aA2IeU7VsDcL7PXyQc2+3/8w1TYGB5Qp303yt9emlcBBCaLhlBNn+vWz63EZihlNZ31rA6/aCmEIBSuKG/tBR45aCMvb400ktr0OhQCKQJCEUFgoz6FXaxMXIblZj4m0yXjsmA9H1W84FAGaBMDULjqNACbxZBU5dXUvxs16IQ2c3E1HTDfmKU0LqoPQtbLnNZwja18xKX1VwH4xJkPsdScIVMlN5xC31v9G2zlA063F5hLOu74XTSGm+mgWjRcS7cwwHtmT/GeudNIITjVnkcIwddXXuTmaJV23Ga+MVNdh6HKmJct2mFMICVv9FfJdEknsqn2cRBytnUMIQQzLqW/NAqFoRXG/Opzv8TLK6/QbPZYjwMQgkdnTxEFASgB0t51T8PbLEYMyhSBIA1KGkHEudYMrTCcVK0BulFY3XuBfeH6rNWWmF7UDqWoMPX6FD1Tk/bqCo51M1A7jhufRjAs7R73IuN6kOavk0/DP4gXjRSHC+9/IOGR7epse23blc08Nll/I+sdtvXfV+I/ZrtynjWPQ+503J2GrKkfZ1u7/uXh6XLaGCJpk8t9tqDAUdAcPc7i6hb7tpmR0rXtH36LSPuUb08Vy7VllncdX9o6eZs+vzLeQBmNdvsIoBFEBEIydqnlylHvlNZIJmJHgetvvxijjALj0uzLgtm4g9EarafdlzGGQZ6isQkyrTBGIqpMQwtraVvJxpgKY/f0wWOdRaIgImRS+eZmuomqUfVgAj1E1ULe5L6V7jrV/YwyvtCFru6Zvw8eF6/DZb61qfG2wxi4k00y9+rrJbVjvAugkoPClX3m7H3MiLxneyAjbXWfx5/GDvpSTyh/1ulBwxUUCISl3BXappTPJiG9SDIs7TzVF+hNpKv35yATrW2K89hlqQXS6lkU2tCJAvfQayIpCYWw1C5tXFWPCdwSCVjPM+IgZJSPWM+HfHNrmY8sPsxc3CMJxkQy4Fx7gdeGN11GX4tm0iZTLYZFDtrw6mCFN4erHGt0ONOeo9SKr66+Tr/IQOfcHK3yzY0r/Cfv+UOcbx3nerrOUnOeT575AL+//ArzjTk20nXeHG7xr1/7PN2owVduvMB3n34/P3jmA1wdrbOejfjM9Zc521ngrcEaadHn6uAGm/mI7z37Ed43d4pffuOLfPqtL7I5WuMHH/oIc1GHn/nVf8a/+c1/w+mn38t7PvQ4gQiYiVpsFSM20nVeWfsmX7j2Vf7kYz/AIE9ZjBMudo8RBiEvb1zjynCTQpdsFSmnWrOcaFrY5Cs3X2PpxFP8F2fez+OzJ3h04WF+89qzpFrz/MY1VtI+Ukg+vHCecSkZlikbeUojiGkHDRIZMVApw0IzLscuorba3lu5QZnc4uVGcaY9z0zYYKBKtJEMSkUrkAhj2CptweN2GNMKQ5QRRNKOP8tO8rxx+yBrOwGwL9IdngEpBHNJyLBUKEOVYKaNpZnuZNahA+JwwAQHovJ3yGLbB9Jp3+/CvhI7gCM3ejbzjHWXWn6m3SUUwhXYtZBHN7Eb5sbj2hbSANgs7AMUCCvVOTFRCeELoOPaWM/HjFXpMgBbFsd2e5TakGsbzX517Q1KrWiHMb24QSeMeXruDFIIVrMBW8WYQEi6UZMTzRnm4haRDCi0YqhykDAyGcdbXU63Z0mCmKzM+Ztf/1fkquTbT7yHJxcfZlSeYba1xGv9FS71V5ACRkXOarpFI2ywMlpFAyfaM3zb8YvkuuS1/k1eXL/CbNTmE6efplAlN9INtNHMzp/GGE1/7hwvbS5zMx0AgmdOPMmTi4+wkQ35zPIrHG/2+MC3fSftR8/z0vqb5Lrkh89+gFAGrOcDBsWYUEhOthYwGH7+m7/B6/1rhDKm25hFGIf1CsG5znHmGx1e7S/zG299mdJoPnH6aT587CJJENKN2/zI+Y+xkVu8eyZuMSxTro7XON85RidqkjiVP43mq6tvoNBupiCIZcDF3nGkEPTCBq2wSStskCnNyMFdkQwJhGWfeMpeJEKONSJXyX1inuWpDGwUrmanlNULPhHTDKWpsSsEnTAgV3YBXXB7hw1MyyjsosL7/bZ9P/ohZI88kE47EKKahu61TaUEO8pf7jP1apikj/Z96TBPKYMJJiVcpAxuCu3a88px7ogVrUzUjjWtAmdDobp4v4cq/LQ9kkFFmUpVYffwtEEhqu/LbTCDVdULkFglwEKVKKM51pwhkAEKq/pXFRc2UNSohMoVAj7WmHEFE2xSj8FwvNmz5yY8/mphGCkDSgfVaAyB65tNNZcVbBKGIYNyjAwC2lGTQEpCGVDokkBKEpe+L0XAleEKhS4JZTLFvFHGMNPoIIBMFZWS4anWvDuur48pKzjIP8gGiKWXC3DtaVe/srozZupeRV650dyaLl7/l58xeX9ap+75cVKqyb3yPnqnmHB7Grvtu/+Mqe9u2bdq/+AdV8BB8LTFVKGPw2CHqzd7ZOV9WoT0Yu8+28yP+Nk4oREE7tiukO7E51Z9SZySn3YsPuUEqyyGbP+njZmieWljVQtTZTHQRVdMwDp2t73z/HEgsIKmhsWkQyJDGoFVjst0yVo2QBvDYqNLJEJ8Ivq4zHl+4yqpS4ap22Y24KsrL/F6/xqRDLkwc4p2mHB9tI4xhl7U4FjDHutUa4ZQSJphQitsEMuQi73TdKImm9moosGd7x4D4PduvMhGPiQUkkRG5KrkZjpEac1i0mE2StgYrPMrX/s1NtM+g3zEZtZnWAx59uY3GeQjGkGIBDazEc+tX2Y93eKb629yZes6zy+/zO+89nk2sgHvW3yMmbjDuc4ip1qzFGXG5mCFUEhWRptW+jXp8JHjj2OM5t+//lm2sv7UdW4FdpE2kiGxDAmEZKvIGJY5N9JNNvIRoZCcbS8SiYBe1CCRIYUuGZVZhanbtQNR3fsAi3FnTsSq1JqxUxQstIfiXIKVG3eqPsaYKDyW9fFZG7O2ss/kqYhckY36+NzJInF7iul+m+LWvIb7bX59527/7ac9kJH2flskA042O9W/vZZHJKkiSaCS15QIDBJlDJGUtB0DwUtopmqyKNYILD6ZKUOKQSJdtXH74GGgb0rSUqGM4pX+DTbyMWfb8zzaO+GoYnYhcjUbcjMbEImIE805wFZj8X32qdLDIqXUikwpXh8sc22wwgtby3SiNqc6x3jv/HnmkzZLzTm7fVnQDBOWmj0e7S2xVaRcHq4TyYDP/P5v8wu/8E/54FPPoH4QRrokVwNeXr3ESnOeYZHSjhLeO3eOfpmyladcHW0QYvjsS7/Bp1/9LHE4Q9qKKVXBC698ga3BGh968nvYLHIKlfPo3EN04hYjlXF5dJM3+su82V8lzUe8ePVrhN/4eY71znBy5hQLrXmWWvN0oy6xyfnhi9/DWjYg1wXNMOJ0e4aLveN8c+MKl/o32SpzTjZ7DMuCTthEShvxr+cjxmVBWpZcT7fIVUESRDTDmPfOnOLhzjz9MmV5vGVnCy5aG5U518ebFTRVGk0vSmjKgFxDrhSFy1ZshlbFz44HuzaiMUTC66bARtZnpDKWGj06sjE1Ln2hA28Cm/Yu5bSbuZPLiQJ5S4GDQmmLo4tbFTKVoyMKnPzDIYjQ36kdpbHvg90vyl+d3nenwei3277NwFXV9pGbrUYzGdheByUwExU+CxtA4CIiVR3DJVlIgWcBXh5tcDMbEgjJUmMWHEUvFHbjKAgxWHU6IQSFLq1Ifxhzrj2HFJLVdECuS4wxLGd9WlGT+eY8I1W4ajJNNIal5iyNIGYjHzAoMjSGdhQTyZBhmZO4Y/29n/4baK15vPFR1osRhS55efUlDIZm1GKsCgIZMFQZoQzItYVfvnHtOb741leIwpAPvve7CGTI61deYHn1MlGYcPH4e5BSstRapBXFtIKEUy0LwSgR023OkpUZMgwoVUGz0aVfjGkVY7q6pNvo8cceesZBTgUjS0qh0Ipe0uFs7xSF0YzLks08tfdIWBhqqxizmY8xwHLWt7K6oY3CtdH0Ysu17ufjymE3ApsFup5bjfBYhmSuGEQkrQJgYMBIG7nNxWEFiXhowlNAPd9/q8jol2NHPYwdXXQin1Ds8AD4IZk7+YR7ZdAZY6p2d3oGcoeB3w9m3kGo/HEAkfTd7IGER+4Xng0T+tRutttunn6n3ZQbdqbredtOy9JG75hF6R/SZhC7IWZxVZiI3FcQDB5nnhTltZCM1WuOa1GFV+arUtsdFi0QjIrM0veQFXVuVNpCB0kwic1OHj9NkjRYXb5eVb2RQlq9jsIWNcjKwp2XruiIs805S7ULYvJ8hADazZ7NPjOGtBhhjKZwhQfGZeagKc1sYjMn4zB2ynoBRZkhhSRThctGtZXk0zJDGkGpSpcpqise9wQWENU1UkYTOd5u4NYw/H0VWNqezzj116EOS3hKpS8e4ffxGbA+IcaPC9t0bXwwgT88j15g1zpgOhN4+wisPxPeqb4T1GMnyGQv2r2d3Y6Tfr/tsGVEisPOz6zbM888Y770pS/ddbvcFQI4LKYdJhkInN61y4o09hH1K/QWobBa361QEktBphRjVTIoMoSQbGRDzrRnaYaJ41pbEfvU0WVKU6B0yUzUqpyCZZRArhWpykhkzHK6TiwDFpIub4zWWBn3ed/cWZIgYlRmbBVDWyjAaGaiJtdGG6ykAzphzEPdRRaiDp9ffpmXNi5zbbzGhd5pNvMxP3jmfSw0OvSLlDeHa0QIPvO1zxLPzVImYeX0S51ysr1EqUs28wE3R2tc7J2kGXc5213keKPHxnCVf/Xib/DUmQ/y0volNrNNTJEjlaKMIp5eeq9NvFEFqhzz4vKL/MVnfoLzs6f57Uuf56tXvsHz117g4tJ7eebCR2nEMb24zSDr8/rWdcKgydbNS3zx0pc4vXiOp869Hx03+cixi8w3uszGHZphQl4WfGb5BQoNj86coBXG9KKETpRwotnhm1urzCVtjDGs5wOysqQRJsRBCMZYTFvlJDJhIe6QBIJGZAtEDEv7otTGuMVXSAJJLC00UhoYFBmlNoQypBMFRAIybce40TDWBe0wIRSCUALuBWvRM1HN7LRxdDlhx59/RnZKBPPm0+BFjfLnpRt2Usi0nHcczXHvI9RIijv2t25CiC+bd1gCbO7RM+b7/p//zV23+9d/+C+/42Pt1h5IeCQQ95fydy9WasNGbpkcvSiYEgdCwFpWoo3NZIx8fjtWmlOEklYYEgcBEKANzHVblhGBqSiCA6d6n0jBgivl5W1UKiuMrxXXxqsA/Ic3v8pbgxVOtOb4U499D/NJh/mkQ2FKy0gQ0A4bXB7dQBvDG/2bDIqMQEge7R1DGcWvXPkal4drlFozm8yykY94z9xp1vIR18dbrGZDBPDxE4/y3u/7k3xl5RV+4/LXajUuBWeF4JH5s6yPNvjCq7/DpevP8h0Xvos4jHl25RV+55XfQCCZHZziWHuJx+cvcqF3HIMt5WWMYVDm9IuMrXST564/z9//4v+P/+2H/gQ//Pj3ca69xL/57C/yyuuvc/HYo5w9do6Xb77K517/DAjodBYJhKQ5N8ul1Ze4svUmTz32vfzyeJ0fPPchTrbnWU03+Ucv/DoGw8XZs7zSX+ZY0mFp8SEQgt+5cQmlNWB479wJFptNfvbVL6OM5qnZs1zsLTEsUj63cgkQfOzYI5wIZyiUXQZOgvAWeV9wmbESlkdbLKcDpJCcbC4wLDVjlaGMqmif3cBi2RoYlcZF3TCfhLZqfA3bLgGMmcrAvZPtRPnzMMxOJoS4rzzqfYcGhNj3SPpu9kA6bVsoYH/S2O9m9SlkUJPfBE8DxP1N7Y+JYwM/1RRV4oSfRvs2JrTBGqXL0cO8MJDPYgTYzIfkuqTh4INgh8Kldl8bi5WuGktUg4ZsduJ08YAkiCxv3Gh8/mQjiJBCsJkPp5T9tDF04iYCQaoyu58u6SRdAIbZAGPszCEJrVNqhLGDV2x6t5ACXWYE0hY5EAIKXXLcKQWuDjYIRUBaZsx35wEY5AOb0eiyL40ArQqLWwoLIpVGM590EcDA1aVURpM49kgSOtgDKgfZdAWRfVEFjaETNSoqoW/Dp//Xr5uo3bPt9y9zxX59wQl77Xym5eS+TZT8zFS7sDPjYrdu6E6Uv+1UwvttB1IAgaM09n2x+0X5ezsWSUEzkAQCSqXReiJMr40TgTKaUWnrEAZ+cRILeyhjleciB3VobZ3CSBX0ixzl2gCbgTlWikyVbBYZ/SJjJd1iyzlY6Uh+P3TuQzzUPW6hE1Va5bxafJSWOWvZgPVxHwksNXv0Iqt/vZoNGZU5p1rzzMVtTjVneXzmJACvbl6nn48ZFxnDfMyoSPnlN7/ClcEKEkM7iDjTXuC7T7yXpqMNpqpgrjnP+04+Ta8xw9pwlWE+Iokb9FqzLLTm6ciAWIb08zHDIiNTJW8O1xiVOVlZorXmdHeJTz3yvbTiDr/y2u+zmg14//mn+Y8+/Ic5MXeSN5bfAODhhYs8vPAIs805znVP0wybnD/5JCfmH6IVdwkRNIKYL69cYiMfMdfs8Z65sxxvzHDaJSFph1uXWnG80UFpzbPrV3lruEEoQp5ZPE8ziLg2XmOkMlphYjMfoyb9YmQzGfHp7IZBYdXrbK1G+/fY3fulRo9ulBAHAZG0Ee9s1CAWgUunNxVNVHkuKXY7XwzEQgqOXigmwlG7sQlNdXp7f0yfhbsfVrL/lD+oywAcpbE/0FZozcBlq/XikLaYaDMLM1kYlEJUKcrNwMMnIa3QOneLmJjqIZcSGkFAqQVbRUmuS5qBZD4JSUvFzXSET+1QWnNjPODlzesAfHDhHL24yXyjy5Oz51BGs5ptsZ4N6BcZr2wtM5+0+cixCywmHaSBizNLpKqouOBXxmsIDI0wZibp0Awjvv34I3zvyffy+8uvcDXdJJEh33/6SU62Zvj66pv04jan2gu04y4zSYeXV1/lev8K83HCyWYPYzTjfMi4GDPIhwRpHw186tHv52TnGM/eeIHPvvppuo0Znm/2GJUpcjzmteWXeOLk+/j2x76PQEiWh6vkZcpmPuRLK68TCsn3feAH+Y6nP8l80uZce461bMDlwUmixgzfdvK9PDJzghujTS6fXscAq46i1wwbpConEJKPHH+URhjzhec+z//j5/8Oj5x8mL/55/5vtBtt+nnKjfEm7TAhV4KNrGCpOcNM0iJTOauZFcdaanbtuQrDl9depyFDnnY1MD1eXBjNzXyMNppu2MCYECkCLnYXwEzqPxpjaASTiF3gCjmHEm2sAwmFoNSGUakdtCHcuDSOJWMYlArhxmcgrEJkoZmi69kCCbc6JT92HwBG313sCB7ZFwulwOyppva929Clp0dyWrnAZ7nVp7NSCBIZTnFeLTZotyncAwvQDAIC6cqRuRdBy/G8U12ganOMQEpujDfJdEkvatCJGwghXKagJFU5hZt+v7h5DWUM80nbamwLweOzJy2EoyEILfQQOShlqxhTGMVC2LHVW6Rky9H2Hukd5+HucQIpuTh7CoBe0qMUIzbzAZ+++lW00bxv4QLtKOHS+pu8uvoqhS5pJj2kDDjemOVEZxEhBL/56u9Q6hITBBSBQKmSN698DYCl2dOWejdc4ctXv4EyivNzD1l4B4Ny8MX5zjyhDLg2XGMjGyCAJ+dOu+urCQObBKPcqHl0ZomGZ8FIG9X+X//F32R1a5Xvfuo7aTpa3yv9FQAudpeYiVsYbDaqdE6wbhrD9ZEtUjwb2wxOUaN9Zo7uKIBGEOJV7awo1yRyTl0Voyoxq9ZGfax5HNsXZdC1ceTbqI/P3HX3Dlnt0+N4B1rr/bSQOy+a3i87ovztgylzfx32dpW/ncw7t+3T0Po+E8W2W/tb36aeHp87VToPZtiUdUsFTHZIAphL2k7PoqzaVMZm5UlkNe21FWgE6/kQgy0S4Olr9jgTeMUYQzeyOPNWPq7U+xaSDmBlVZXTnJaIigaojU3Jj6StovPG1nWU0cw1ZqqU8c2xzbQcl7mj5hlOdI4TyhCjbWJSFIQkcYsoiLixcQWMoR21iYIIKQJu9G+gtKp+tNZsugj2WLNn8XCHs/tzEQhXcT0gEJKb6WCKZgnwwYtPk0QJl66/VmHHM3GTQEjW86G9tu5eeKqhNzuzEjRkZGt7FllF6/MQQywnpc08DdC3VXcb3qnWF9s9DdB/VN+naqP2mXd+dVqprPXHf3anMe6x9/1SCizZ/8xMP6O428+u2hLify+EeE4I8awQ4meFEI2777VDOwdJ+RNCfAr4u1gm0v9sjPnrd9p+vyh/ntIEO9OalDFOY8Km+fpkh+2m3Oj32sXGGEalIteGQmuEMAgjmYmno2xjTFU7MhJu5mAMg1I7kaExoZTEMmQ9HzMsx5xs2uSYUAQgNKUCLQzSCNaLIZku6EUNZqImkZBc6q9xbbzBZj7k/QvnCIWkn6d04ia5Krg+3uTV/gqnWzOspANaYWzx1Tjha6tv0AwTBkXBVj4kUwXfceJxIiH4/I0XeH3rCrNxiz98/jtZzgYM8jHXhusYlWKKlF955bc4N3eeh489whOLtr7kczcu8duv/BYnFy7w5PHHCGTA2miDphS04i6Xrr3AhYVzNDvzXO2vcLx9jOWNt3j02EWW2gvuvii+eOXrDLRiPkzYGq/x7MornF96DwbDf/f+H+NYa4a3hms8u3YZgWAwXmOxNc+x9gKFUZSq5Os3X+U98+doBk02XMHgx2eXmE/a/PrLv0/SaPH0iUe50D0GGq5la5xq9ii15s3hBs9vXONDi+dohTEzUZNEhozLnNcGK1zsHrdFFIwmFIJ2mBDLEGUUQgiGRU6/zIhlwMlmz+LY3pkbU9X3tFG8qMaNHVs5mSvCMBs3bOFqLL9ZurEssc7Pfw6ONqoN41LTjYJKbEq54tWRsFmUO0W5pcviVcYpXt7nSHi/KX8Ljz1kPvUP/vJdt/vnP/Bf3fFYQojTwO8BTxpjxkKIfwH8kjHmZ+61TwcGjwghAuDvAz8AXAa+KIT4BWPM8++07VAK8nfA+cvcAosEgh3miraStcUXC2OlUX2R1LptF5rPlBU8MqZg6NLHz7a6U/X6jDGM1WQBqU7L6kYBz65fZj0f04kSzrbniaRkJm4z1gXdMGI2ScAY1oxCAqnOiYOARhCymLTd+WlOtmZZaHTIXDHarWKEEYatYuiOlXCyNUNpbFr7q5vX+YbRXB/dRArBB449wqn2IjNJk5vpgBc2rtqyWrPneGL+PAtJx1ETBe2owXeefA/n2otspX3+1y//HF9bv8bTCw9xtj3HtY1r/KNf/39hjOEPPfK9XJw/y5sbl/ni678LwOuvvwgGTi5d4ImLH0EIwc1sy0XMcLzZqUS1Tj7yXXTjJlIIXtu4yqXxCjcG1/jb3/VfcKo9x1aekqmSC91j/F9+629T6pLvv/BxPvnwxyl0wf/76/8Sg+FsZ4GLi6foxk2ujTd4YeO6xbpnFjjRnOFibwmJ4Msbr6GMJhCSi93jtMIG6/mIK6MN3tNbohs1WM+G/MOXfgcBLDzc4VxngVyXbBQpW2UGZG58FIxd4YdTvSVbrxKJNBPN9jiAtLAUPokhdOedKo0QAb0gohPZBCWf4lS4AGMqMne/BdYhNwNRLWj7l0BYKy4daoPcaYwLG7VvT3W/X7b/lL89TWMPgaYQogBawNW308hBwiMfAV4xxlwyxuTA/wL86F407Bf53q75ycftXugeR6z+fbsNt00b/TNTp755h73TFLPeqn9oM5d6XiXU1xy+h1Hqrys/YZ6mA7rU+Nrqt03smexVFQ4WwmVXGgpH5avT34zrp/HHEJO0bCEmRYRjGTmKms3WVEYx25ghEJJRbjWnS13SbXQt3l7al5oyCqVLCpUThTF+WRZj+9EM42noQEokVpkw1wVSWAmtmbhFKGRVmAAEmcoodEk7aYGAXBUVM6QbWz68pzX6vTTGJc1Mro3GZifaqfTkmieBpQGmqrDnZzTtKHFD49agwhfvEA6GsouME/jCr4N4iKA+7Pw5+TEgar/vNJkWYkLbq4/r7ayI243xikFxh232yg6KeLdLwahFIcSXaj8/WW/DGHMF+JvAm8A1YNMY86tvpz8HuRB5Gnir9u/LwEe3b+RO/icBzp07t6uG3ynlLwlEVTndO6W6WcW0yed1xb/t2/nKJn7RCKATRmA0fVVwfTxkPmlS6omAfaEUoZR2JV8KVy7WtvX03Gme37xRYeGRCEhkyFaRsjwe2jTuuEVDSnKtaQcxmS4qelmmcvp5SiTjKX2ITtRgLR2Q6YLVwTo3N5f5rZc+y4997I9xprNA4pzS+xfO8rtXn+Ob61eZPdHmWNJlPmpxbbxJK4gpjVWoU5nGGM21wSqtqMnyaIO34jYNAeePPYwpSzbGm2zlY9qdeb79yU/y65/5N/ydf/x/58/+8b+AbgTMte1xP/odH+L3Xvo9WlELYWCYbTHMtljonuJz118kKzMiKbkyWOHR2bNc2rzCE/MXCIMG57pnKdSYz994lacXzrOSDri0foUsG9ATCeNA8IXrL7LYOcGx1iwfWnofb2xd5qX1q5zpnOBY0uPp2bO8NVrjZGuWV7du8OZwlSSIWGrMUChFO0oYlJnLeox4vHeSN0errGYDZuIGZ1uz/KGzT/H7K6/zxmCNXtRCioBYhJQuLT4zhV34dI57UBaEAlbLjG6U0AwjSm1oBAGNQJIqXY3PAOiEAWNlFQJLbRNzvBON3Xj2BQT8AqXP1C21rkTLdnwWXKHpO1JF9mGBsIJ57vuRJiZ2zx65eRd4ZA4blF4ANoD/VQjxE8aYf3rPfTooTFsI8ePADxlj/rz7958GPmKM+Uu322e3mHah9X2rXqMd3lxvPsA+GDul9Cpj6NeYJJG0FdljB7tkqqQRhJTG4HVDxk4lrQ6Z9IsxY62YiRJm44RCKzZzhay0LAyZKsiNraQ+GzcrbQrf72vjDfpFSjOImU96pGXOL1/+A66N1vnEqad4z+xpUpWzlQ3s1P+tb/DE6fewmg746urrlFrzoWMXKI3htc1rfHPjMp0o4U8/9glaUcJK2mc57VNqzVraJ9eKs+05Hp89ycp4i8vDNaSQ3Bze5HTvJJvZgC/ceJFclyw05sAYPv/FX+PV9ReY7S7wJ77rz7LQXuDq1hWeW30ZSsX1G68wTPu8/+J3cnbxEUonuhQIyfeceJz3LTzMpc0r9BodSqN5ZXOZJIyIRUDmJFJfWr9MVhY82ZnnE+c/xtdWL/ELr38Bg+E98w/TCGM2x+s8e/MFYhnzvee+nbEqSUTAa4NlAiFZaPaQQnJtsMLyaJWLM6f4xJmnEQjOtudpBlFVlFcgKLStYiSEoRGE7r76F7VNXU+VYlBYGt5GPqRfjollyLHECmH58ZAEgnZoU9/92GoEoqpY49d0eq448Harp6YbLPd/u1rf7cwYQ+5yDULBdIbvPlh8m/WjnWwvMO3Fx8+bP/L/+at33e5nvu/P3w3T/nHgU8aYP+f+/WeAjxlj/uK99ukgI+3LwNnav8/wNjGe7RY6uOF+MEiU4ZYoXt5m4Fq6XH1R08MYE4jFU7tCv725VSGtMIqxY3F0o8hBFxIparMBYTmznmcSbcviynXJoLCQw0zUJhCSq6N1bow20MZwsXeCQEgiGdBJWhhjeOrskwC8NVxlVOY0gojSsVmuDlfIdcFsskAS2kzItczi4anKKRys4Gl1Bmg6xsmp3kkQgufX3yBVOZGDToQUXE+vYDCcmT/HbGMGgOdWX0YbzfrmNYbpFlEQc2bxoqXEOVresUaP9y08TCgDTnWPYTC2wnkY2cxFt9C3lY8pjSEKIn7o4Y8jhOD1/g1Ko0iC2EIfwItrrzIoxiw2m/Sd2NSlgU3rbwRxlY14dWgpf4uNbnWPmy4z1Bc8UI5qZ+93MHE67tdkAc8K7muj6Zc2E7MXtQi2YapN10ZRG1sOoLBMHrfd7YrgWmrghK63E1Z9O7PMFqpz3W/K30EUY9ijcmNvAh8TQrSAMfBJ4O4R6A52kJj2F4FHhRAXhBAx8J8Av7AXDd9Pyt9Oz0FddQ98JGNcing9/XgCc3jzeLbfj230LrDKcD6NOS3LKcrfJEXdEPgEHm6ljIVCErjKMMMymxRDkJbidnW45mhik/54x7/U7CGFLdybOXH+E615pJCsZ4PqWN2oAcYWDPaUs83cFj+IhLRFcY1xmXyaxcasO56u+nb62AWkkCxv3kA7nvVMYp13o9FBCIkyJYPx5tQ12irG7rxsIWKlNQGG3KWQ++vXiRr2WBiujzcoteJ8d8lRGXX1Yj3Wsqnwo2Ls6HCCTmTpfcqoiv44n/QIheTGaMOxO0oGZeZokMbplNvzBeModpMBYDMLdQWh+aoEoQjcvUpvGV+5mqZ9AlW7dafmJQx2+qmvo1RjbxdWXy8q94HmV7eDoPzh1xbu8nM3M8Z8AfiXwFeAb2B970+9nR4dWKRtjCmFEP818B+wCMNPG2Oe24u276dYVCAEsTQobTG2WN4acZSOKmVrScJcHKCx0Y3XvlbG2GmpgEx7xw+BsFog41Ij3NQ5AE422oyVqqAUDSids1HYKfTxRhsRRnSM5UOHUjIqclJdEIiQWAa0gxZf3XydQK7zSPc4vajJn370u1lON5mJW1wbr1EaRSQCulGThaTNV1ffZLHR43tPPslbg1Xe6C/zwcXzPD57htmkSyMIWc8GRCJkJm7ylZVLrGVDjjV6XOgtkemCT7/yZb6x/AImSLi4+AjtyNZYTMucDx17jGPNHtnmGn/vM/+c9sIMH/vQp+g1ZlgerlGaHK1LPrD4KJvZgCxPGY0GvLX1Jh/qHKMdNRmVGanK+V9e/QyfOP1ejDH8+quf5YXrL5LmA37iI3+Gh3vH2CxSemGDEMGl/gqfvv4Spc653F/hYyce56m5szw6c5x/99bzPDp3gbnGHACLSZf3zZ8lDgJujDbpRA0MgqujNb5j6RGWx5ssNWZZSbe41L/Br15+lu879SRCwELSRQgodMH5ziK5Ury2tUYjDDnZ6rGRZ6ymfXpRk0hGVt3PWIExIQJujPsEBFUk3wwlxlhtdl/j0UMGsRBICU0ZUDjedV3wyS6GepqqfU6Ug0oaNZaUqcaXuQX+sLOFmtzvPke+++6yxd5pjxhj/hrw195pO/fstIUQi8Cq2YNXrDHml4BfeqftbLd3Svm7mwVCENTu4/aBG0qBcjxrjF1MDIVgXNawcOe8fYaapWW5f/jaf1On4B4TYeGfzSLl6ngDA1yYnSNyUp4FkylkM4wIlK232C8yfuPacxgMj80skeuCrcLQjhrMNzpsZhNBp8IoVrM+//6Nr2IwfGjxAu+dP8Pp9jyD0kaeX9h4leXxFq0woRO3kULwjdU3yMqCmaTNme4CBZqVdMjDiw+TByHf3LjMm/3rLDYXkEIwk3QwQvLc5W/yN376f8AYzbd94vvJyRESTnaPIRD8yIVvJxSCX3r2V3njteeRMuAT7/thMl2SZX0EkMiQpxbOcTMb8uLaZVTc4eEzH0AIwdfW3kALWyhgZbzF6/1ljIFe0iYJG3zg+CN0ogY3shHXl19nNmnx8miDsSpZavT4npNPEAjJ19ffZKxyro43WXdQkNWLkVwariCAxeYMi80ZbuZDHuksMRO3CYVgLrEwzq9cfo6b2ZDTrRmON2eZi1tW56UYcSxps9icsYk2QRNjDFHHcrElgqbVXSVz3loaiFwk6JUClYHc2LGS+gLBjjpqHExTGBBmQteD6cV2Zaienwio6Ea18b7/IIWjJx7AUff7xXQ3u+M1EEJ8TAjx20KIfyWE+KAQ4lngWeCGS4w5lPZOKX93bX9qanRrhuTUTd51R3Y7PbUN1qeJlRogE4il6ofwWPkE/65ohlOUsenjGzeVtyXRbElVIRx8I0Ql9C+oSHh2e3xprfo1EI4SKLf1wyr2ZWWGEKC0IggDO+OQE85wICzWm5WWU26zRGsKd9U1sMdUTpVQysDy4t2xJ7CR7bPvob+m9Svg4Qyf1Sgc/c+2YWl+2r1I6/vV730gZZ0ShhCCwqiqeIT/rC5XS+3KTeh00/IGVa+30/K4yyjatm39GPvB/nindlA9lLv4b3/7c2f7e8D/CPws8JvAnzfGnAC+G/if7nPf3rYV75DydzerY4GlNi7D0UYxuSuwmgRWV9itFU59ZssmTdqQQDOQxA4KiVyZscj9xALaoSSSonKk7TBhqdFjJkrIVclYlfQd7aw0hlxZDYtWIAkF9OImHzv+CGdasyw4+dP1bMjV0QZb+ZjN3C5SxiKkKWPaYYMfO/9tPNRZBODy5jW+cOXr/Nxzv0ipFM8cu8DxZs+W0EqHtqTY7Cm6UZNUFQyKlFgGzEYNOmHCx5ee4H0LF5hLuszELZaaM5xtzzEbN3ns9GP8hT/+l2i0G7z84ldpiIhEJjaFXGte2LjO1eEGD59+ikfOPoUMBL/37C8SIuhGLWajFq0wQWnFejqwZctUzjAfMcyHzMYtclWQlgWxjGiGCRhYGW9ybfMqn37tM9zYvMLxpMsTMyfYzIZIKYhEyHox4osrl1hLB0QyZHW8yZX+CjeGVpv8ZtpnJmrycHuRThCzNu5zaesG7SBmVGaMy5SNYsQbgw3SUvGdxx/j4e4xOlFSVck556iNW0XOZp45NoisCu/6X35sxYHVrwlw2YrC5RYIG1H7z2Lp1mD8Sxyr2icnze6ISQfCMkMkbkJ4SBy65oAK++4Bpr2nfboTyiGE+ANjzAfc3y8YY56offdVY8wH738XJ3aYKH+W46pdmq+gGweOemcfFGVMJcCzPQLSzqlqLB4ZSunatTFXIuUt2ZS+jY1syHLaJ5IB5zoLBEJSak3mNEnARmyRlJX+CYDWk+o2vg+lVvTLEZEMeGu4xlaR0pAhi4022tiCvZvFmM20z+dvvMC4zOiGTbqNGT64cJ7vWHqcrXzE3/qDn+XGaJWPn/4wj82dZ1TmfHPjKoUuOdNZxAD9dIPfffV3GBVj/stv+zOcnznJS+tv8O8u/R4A33nmo0gZ8uLyywxNgS4LXnvrK2wM1/j29/wgC7OnKVTBWrqB0iUNETLfXuTyjdf4pc//a4xW/Ngn/zQ6DOhGbVpRizgI+djxiyw0ujy3doVXnNbJRrpJrgs+dPwxTrUX0Crn0ZlTtCKr7Dcuc3JVMt/oIoQgVwWtMCFThS1dpkoiGTETt1hJt2iGEZkueL2/SqFLHuke56HOApmy6epWgmCMlJJWENMJYzSGjXxMaTQzYYMkCBmVOVfHGyijiWVIrkvm4xbnOrNgTAV33CvVLleafqHcjIMq29fj0rNxiKyNtzqtNfayrofEce835e/4ex42P/4P/8e7bvcPvvNPHZrKNfUX23jbdwdD8N6FRVJi7lPJsTrlzycpJMFkIHkqVVF7a2y/UHV2i8cUS62rh2jy/PhPJm2sOuzZZtvZ73JtpqbQYHHvKRP1V4epZDU9xW3g0qdDKautNl0Nx0tb18hUQSQjOkkPgMdmThHKgCvDZdZSy+Q42z2BEIJBMa7UA5WDU15eeYXNrM9M0uVsbwkhBF+88QKpyphtzCKELTZcSonQkvXBMpujDQyG2e4SAKnKLEtGhsy1FkEIvvrNLzIY95mbWaRw0WcSJgghONboMpd0LK1vsIIBxsWYXNuiB6fbVkXwbO8E7biJ0tpmLwrBQrNL5HjuoeNI+yIPzSAhkfbvVmQzQ9ezEaXRNIKYc52FCZ1OSEoU0r1APR0wVyWlKzKRONrnWOVV4Ylc28XIWacmOEmlubUC+u3MQ2Q+GIDJIr0ff7at6f3qY/wwOeyI/af8CYSD+w6P3a037xdCbAkh+sDT7m//7/ftQ//elpX6/tWIrAfAfsHdT1thMsBvV47J7ldbqWeiyGbpcJPPtL6VUtWLm5b6pwpwEItXZ6v/+AhvQj3Ttvq60aRlUan2eZuP2wjsLMV/2nYVxo87ep8tRmu/e2HjMkprznaOM5t0EAje6tviva0wqbBc35/j3SWkCBjmI672l1FG88jMWaQQpEWKf42daM0TCMlse5F20kIKycZg2S7KSV8xxlA4Kt8TD72PJEwYp0OMsokpnua3kY8qiuLZ9rxbzGtUSUeb2QCAYZHXqG9emKm0QkhaUziqYlnRKJXbdnLfOmEDiaDQilTlU98FyOpa+/5EIph85hx0K0wmXH733UaeVrRBf1/K2rjw13d7sWefQGOv2+0H4/bsYTueJp949cDDYAUHQPkTe6fyt1d2x0jbGHO46uzs0u435a8ZgEHQRJIr7R5W6279tDUKJCgL02iosiBLlxARC5v92AwkI5WT6pJABDScbse4tJ91wpiGsAVxx0rbeo5x2zlPUTFOhNDkqmSrTDHa0AgjGkFMYRRpWTBWBZv5iFYQ8+ZwjYe7i/TiJokMmIubzEUxv3t9i1gGNERCSs6TMyf5+tpbzMYdnj72GLZaeshWNuTFjatIA+c6C/yfPvi/4XduvAhIXt9aZlzmPDZzgsdmTyKAL628ShDGPHP+4wRC8tnlV7iQDnhrtMGpzknmkx6tMEZrzUeXHiWQ76EpY3jfj/KNm69hgpDXtq6SlimJjAlkwI3hDWZkyHdcfD//2TN/lKwseHV4k2vDm8wlPdbzPsN8yJdWXuPphYd4uGej9W7UIAljlsd95hs9Hps5QVPGXB6tsZYPiWTAqeYMhS653F9lsxyzno0sfm8MFzoLtpKMhFRnjIqUJIzpRAmPdo9bihiSm35GJGLiICCWEaUuKbVl8kgh6AQxuav1KIBeGCFb8/TLgk6YENohxNVhn0DAYqONwZaXC2oQhzLW+SYVg8SusWRK0wrtIxy6bRuBJAosru2lGqaZI674Bg4Tv4PDPwg7iNfHHiXX7Jk9sEUQ7iflT1jKiFPjExNqH0ypnUVSIBy2Xc9S08Y4Wha0BXTC2D3UE+ZJI4gqEf7CmEprIsSrB1q4QwrhoBDJuMwrlbjFcAYhIDQhzThhFsOp5hwAx5pdJ/oUMhs1QcD/98XfZVimLDZ69JVlc2ijWWx2GZS5TZhx08Seqzy+Uozob+UsJB2WWnPcGG2ShDHnu8d4cu40gRC8sHGN093jtOMOgyIlQHCiPQvAy2uvcnVwnbXxBkrECCFox03aUYORstHnqZnjfGX5EkmQEDuRKqUVX3/zc2AM33HiSd6/eIG1rM8vXv4iymjWsk0EgsXmDOd7SwxVzh+svEapFa2owYxTO3x85gSBELw5uslaZsuAPdw9Zh1foekmDeLAMlBKozne6JDqgpYJ6cYRPSLGDnoYl1klDBVIC/U0ZEwoApQxpE5NsTT6Fs/TEQkG2CwLBmWGAOYSKzb15mCDtXxELAOWWt2pMeYRr1BAWONZh0IQBIKGS2EfFpoS64gbnjaojcsdmLZAiGoGeVhgEW+S/af8CfY/kr6bPZBOG3ZBf7qbmcm0cS8Hrw2Qp6lX1c82Lqw3XauA4sgAu1zQt1fBMv+m6udULx4DLgnPJvdYCtsES79ty46rq50QUb31CcgzocNtn0b6P4U7P2OstGjdJtNy1+L0PN5+KtyUedvNFtV+26iMDjqQjg7poahbz3kikrR9LFWQ1i5ugvA3bJvV4TQBt0AQvuW78aDqGbW7NSFu/3Tc8ZzMdG8Om1O/X3bYnPbhivv3yPaisG/pppj5Drgy+MwwG5VEwtP4ph8FZez0Fuz31icKEinoRgFJIKpFH0/VCoWdlk7OZZoJk9YWWLWhmgaXxtAOmywkXRaSFu1IUOiCVOcYo0mk1eMOgNmoidaa9XzM1dE6m/mY7z35BI/NnuB8d5GlRo9mEFEazXo2otCKTtTgbGueDyyc41jS4WJvEVC8ObjBV5dfxhibFn+zf4Nf+eZv87PP/RKXB2tsuijxbHuOlgy5Od7ks9eeo9Saj5/+MM1U8PLzf8C/++V/yvnOAmfb8xhj2MxGLI82eau/Qj/vs5VucLV/meXhDUpd8tDxJ2gnXX7um7/B7994HiklP3L+I5xqL/DM0uMIlfP8tef4rVc/zUzU4MfOf4TFRo9QBg7rN3zuxqtcHW2wkg4YFTml0bzWX+HKcJ1XtlYYlTmdMOF0a46Wq7yzkY74g7XLfGHlDYZlScdXig9iGjIikiEaQ0MGdMMA0NWiYiJDZqIGxmhSlTMqM4wxrOUjW6BZBnSDmHZoNV4ypZmNO8xEbRKZsJEXlNqQaVNl1PqEGcto8gk0dt/NoqyKQwfYceXHTuISbrajH3U663bzBamz+iL7HbbfazsIyh+8yyh/h812S/krta4yDd+uVYs63D1dt9S6ovc1akyS3bTRz0syly7ci2yk6avWFEpTuAWomTggEIJMmYqR4dvPnCMPhaAXB2AMy9mYsYMYcMfvhE1AcG20zhvDVSIhudA7RigkwyKlMIpCK1azIcoYnpg5RS9qsTze4LXhTSSCp+fO0QgiNvMhG8WAXJdcG20RyZClZo+FpM24zNjMhjSiBoUuiWVII4hZSHpoo/mVy18nN4p2mNCNEob5iJ9/7pcgDnn/8Sc50TmBv3LGQCuMmEnaxELyUGeBWIbcGG/QCGOeW32Dz1x/AYCiHLCZDVi5doWvv/RlojjmY9/2fSRRwn/86Cd5bO4ca9mAz17/JqXR/JFzH+Z89xi5W0/AGH7z+vP0i5RWGDMbtwhFwFKzW80MjDFkquRmNkQIwQfmzjCftOkXKdfGm1bYKh8zVgWxCCiNRgp73ZIgohlIWqEkU4pr44HDmWMiEU6ND1+QwCsATuC4yTgSTNLP/Zipf6aMIRB2vaVw0Ft9fG63XNnnxrexfbxuH89ermH7uL+ftt+Uv5NPPGL+7D/5W3fd7q9/5EcPDeXvXWmhlOh3SPmrPxh3s4nS2vT2YvKk39bpZz5d2C1g6hod0Nfvszijy2Jk0pb/7beP3YOjYMph275Nih/cSLcw2MVKXy+xdIyIVJX2pQDMRC2EEPQdTh4HYUVPS1XushIFscPe55I2gQwIg4hW3AAsTQ6gGcSEMmBUKgpHa2uGEYEMGKkUmUQoo+kmM7XZiqWjzboqOAuNLq2oYRkqTjHwynANA5SqYDMbYDB8840XKFXJfOc4QWAj33M9S0dcTYcox5y50D1uqXyOvtcvxgwLe65tRxsMZZ3RjLtWurr280m7outZISzD2LFXcndN22HiskrtQqDNjNQV9LLdYdfHT72w7/ZNfJRcz6qs49EBE/jEwzB3Gs8+0LldYd9q3LnL4cfntvzX+2YHQflDiKns28Ngh6s3e2TFfaT87WR+kHsk11tFwWOawlenaHk6VqHMFLXL4q62HZ8FadvSU22AhVUActeGMIZ420DTNXz3RHMGAYxcEgnYaM8Yy3H3j8WgTDHGMBe3bHFgVbKVj12/Q/c7qAoKr6YDm/5trHJdfRaXqpxSK5uS7opdFapEAAuNWU61jwHw5uZbrjiuRjks36sIrmVDRk7Jb+xS2p+ct5F/JEPakV1gfOzCe4nCmPFoSOCG+FeXX7ZFgls9WmGCwfBaf7nCs40xtIKYY06YyRchVkZXD20sAxeFhoTusytO3c9T/qQQtNyLKnZFgjNVVOcwKC2VMJYTyt+dRqu/73apedrqa+1eW8Qmlk3LKXhJ7Sk6qdlhLFbj7bbdsea2c2uatijIXXbZCzsIyp+97uKuP/tpD2Skvd+ITyglgctX18bWYAz8Qh2+co1NQZc4jW23bywlzcBW8e7nVtMiENPsFwEMC8VYlShsIQSBRBlDKASdOHS63YZ+UVJqhUHQljYazV3lGpvtlzEXt5hfOMNmnjIqMxbiLt1Gi7W0jylhqTHDsUaHQAZcGd0k0yWr6RZb+QgwzMctMl1yqjlPK4jo5ykvbF5h3J5jWKQMywyJ4FR7FikknTDBGPjNK3/AK1tXeXntdd678Cjd7nGG+ZiQgI/0HubT3/hNxKmMDx97DBzN8bHZUwgBr2zeYDUd8LnrLxFIW63nO048zsPdk+jTkuvpJlJICl0iz0u+58kfoDCKfr7FymiFFzaucnH2HAuNLn/8wkcZlTmDMiXTBYUueX1wE6U0H1w4j0bTDOKq5FckpcWApWQ9yyi0YiHpkaqC62mfWIZEImAu7qDQLDVnaAYxYLntUtgEnZEqyQplZzJG0AoaNhU9DCqH7LMdpZSVU62oecKQlZrALY0GUlJq3JiBXCtyXVJoyUyc3HZ8ptuYVYGwsEMUSMLaAum9jPv9wnUPhPJ3yBYiH0inHTnK337eYA9teLjDL/JI+yVQy34Uk2jG44+5stQ+mEw7vfmyZaEMWYyT6gUgtKiYG1IKjMbqYyMwbulzrHJKFEprtooRAKfbXdphi/m4zaBU1XHmGx3aqkGmczSGtXQDgOfXr/B6f4WGjDjRtDUczyaLJEHM1dEav3vtRUqj+eDiQ7TDhLmkVV2TXtRECME3N68zUJr55jyteJVL/eus52MaYcLq1jK//LmfpdQlf/X7/xsemj9XQQdCCK6OtuglbQYOutBG88T8WTaLMa8PbpKWRRUNRzJkZbSBCCRZNuDawBZV+K5TT7v1AVsIeTZuV+f9wsZVXuuvkAQhF2YWXTUgUdWbjG2VAPqFIpAhUgYkJqYXQSuKbTIOyiZiIJmL7flnSuMFqwpj+9YJYqS7x0pPOPxC2DWJenq6cC9vZeyL39M+lRvZUtu9rZgVJEFAKwyJfZWNO4xPb5aPvZMg1e5sPx3aQVD+4PCxRx5Ip70dpnhbbWynYNVv3C6oT7ejC+7IRKm2u3uvzS3/EpOFzqljmm0dmeylHWNlwhzwC6eTHer99Fp1FS1QTFDewDklwWTqWmHtFTSk8Sn30iGgtofuBScD1x9JoZxGxrbrA7iCEgK0mfTFGFfoeHrBt76qL7GYr6ywX6vxV7XrS3nVLq5vX4vp6+HhlClx0jo90+jpj6dumNmRr+kvuxZOe7C+0HxPA1nU/toBI7+Hlu44/g/IDoYyIXa8lgdpD6TTLvcgsSZ3Nf20hm48zR9WUJURS2qrNlJYgXibJLPzQC/NpESUX+IyQDMQaCOqSKghRZVBaSmBgn6p2coVjcBWXim0IZGSVNnI3lO+DIZGIBkUORrtosWYZiNhJd3gUn+VE80eoSu20AhsYstKusVmMUIbzbxLQElkyEeXLhLKgNe2lvmtq8/zow89UznrpeYsP3Luw/z29ed5fuMaH1o4RxyEbKRD3hqs8M3NK3zyzIeQQnCmPU83Svj48Uf5+dc/TydqMRO3ec/sKT76R/8qP/f1X+Hzy5fodBZslXUhOBZ3eHruLK8NlpmdOUWej/jK9Rd59soX+aHHf4jNfMxc0uZEa5Zu1GBUFnx44SF+7/qLlFrxxMJ7ONvq8uH5c/TLkiCQ3Ey32MxT3hje5KOLF3li5hSJDFnPB6ynA7qxLbeWqpJhkZGqjLPteQZFhkEwUjlgONtecNcoIBEhq/mQq6NNvrjyGn/ozPuIhCDArk1EUnAzLxiVpV3kdEhoLO29vjzaYjntMxs3uNhdIBCC0kwWmaWjimIMSSBtcoxjegRYfDnTEy3sWE6i6/qLLJGGrCZkdruER7sgLqYyLQ/aDFTFiffLBLjF6MNjR5S/29id6Hr3QgfcqV07Tb39941AIoXlZA9dqRtPAQulsNPf2vE93StXJRvFGAOcanaIpWRcKoalxVVn4ggpYC0bs1VY9kcrsCyJtbTPUKVEIuRYY4bAaV/XtbqtfomiEUTkuiQ3RdVvbTTNIKIbNRgUKV9ZfYvSKJ5fe4tRmfP4zAn+5MVnEAb+9ZvfYNUVEQBb1ux986eQQrCajchUSapyXli7gkbz8aXHWGx2WRlv8bkbr1CoksdmTzDb6NIIIuaTlsV5XV+/vPxNvrTyKo0g5rtOP00jiHisd8JizkYxUnYx8xff/APW0gFnO/N8aPECCs3z69dIVcmp1gynWjMoo1lOLTXv4c4xd22gF9tFxuvjAZnWJDKg5/jvg7IgkiGFLsmML3dmHU4sQmIZuRe8jfBjJ8VbaE2uvR65NY83a2PYzBUaaIWyGg/ePIwisYGEMYZ+YSmjscsLgEklmzspBVooxo7xb3WVv9NPPmb+q3/+D+663V/54A/sG+XvQF4hQogfF0I8J4TQQog9P1HLUHhnVk2xuXXA+u/8QtW9tqvvELfYzEGHZ6oJpcrv6x+0et+8/8/1BFqIpaeW2W2ksA+fFIJU2SK3gZiI9I+UxYsbYVzBBbJ2LCkEoQxoOJU6XxJr0m9J19Vf7BdWjU8KycixPB7uLRLJgFSXrGejqX2TMHTnLVGOTjcorGPVxjDrov6baR9lNFEQMtew1dDbrr91yOGVzWtoo5lJ2kQOeuk5+qJ2lEkhBDfTPhqbFISAXClSVWAwzMSNit7n3/9zsaUeJkFA6As4OIZL5DRjpJTE1TWarBdMZAzC6np68/dFCjklJma/81TPyX3299aOAVFh2vY+TMaKXyPxmHUdNrxTUd46e+QwOeyDKOzr79VhEow6qLj/WeCPAZ++H437Gop7YXccsG/zXvl6fTuZjWjt342wzkChYhJoY6ZogP4mWiqafbjHyirTJa6wsDaTAsTdMHbT/6LKymvIyCVMFAhHH1PbaHtgHxpjrJa4r+6Ca3czH6OMphc3SGSIAJ6cPYVE8NLGdfpFRixDjjU6AIRIQodjS6Q7F9v+TNyiFSUI4MpgDW2MY2VYPvdGNkRpxas332CQDqp+amN4qHucUEjGRVZFrTfGmyhHI8xViTHwcPc4EsFmPkYiSIKwqsW4kg4sC8cYstJGy2v5oIJNcndtGo7u6FUBBZaCac9l8nh5Wlhhymq2Vb+nltZn3OU0KDcIlPvOR9zU7i1QDSRP16sjg1OJN3qaJurHzk4WiIljuNN2+20HU9j38GVEHgimbYx5Ae7fG/wgx1imNGmpSQJhM9mgUvYLpa3357FEP50Nphb2JspqSWCpYKW2Zbxip3VdaOtQN/MchaYXJbTDgIYMiEUbhU2fXy9LmyUZWfdRGhjmJaEMaMqQfplxPdtgNm6xUYxYTQccb3Q43ZylxLCa9VlObeWXhaRVLay9MVyl0IrTrXkiQvpqzFjlSCEYlBmFUmzlQ4ZFyrcvXeRC7zipKnl1a4NmGHG6Pc97585yM+szKjJbZzJqcmW0RqkVj3eX0BhOt+doBBGFKjjV7NKQAWc6iwzLnF7cpFNkfOXy82yON3ni5HvQxvD1tTfIypw/8/gnOd6cAYEt9lCkfOnmJQyGdhgTy5DHZk/xh89+gEZg6YVKa86058nLkrV8CBhKpYil5KMLFxmUGZ9dfpkkCLnYO04orehqS1op2n6eIiXMxw0ibZdHCwUBkpm4QUNKCm0pnX5NQrooWRp7z7SxFD5tDAHBVOTcCgMCZTMstXHYrvs+kILShciF04NphgENacfeSOnK4bVs+OxopaZK4PEmhaARTpJyDpMdxKO9V5G0EGIW+J+Bp7Cn8p8bYz53r+0c+oVIIcRPAj8JcO7cuV3tcxCUP7BRUb+wU+Kmi/C0mRRL8KWflJlMQZNt6WfbH5JIyiqJoZ66PtCazFj+dSeyUW1pQLtj+Gl7HEhbaNjYlHmw6+G9uEkSRESuCMILG9fItaIbNZFSEhl4pW8LB7SjmEyXaAxb+YgkCDnTWqARxGQ6J80tBNIJmwRS8EZ/hW+sXUYZzRPzZ4iDkGONHj2X/DIf28IEN8abjHVBWWqSQjITN3n//FkSGZKqgkZpVf3OtW1EfG28xVgVRDLg+089YTngvWMspwP6Zc7KeItu3OH7Tz/MTNysrmUcSJb7N9HOYfciC32cbR2z2whBJCSRDGgAImqw0LB9rUq3CcHvLb/EqMw53ZqtKIZ2TcDqmxemRCrL546CgC0HDQVS0I0sfBK7+1f6VUQmEbF2L2yrjy6mxoM2VgenjoHXp2seg67P1CQgAokqdQWPeRw9LW1Kzw7swNuOxYO2g1H5Yy+LIPxd4FeMMf+xECIGWm+nkfvmtIUQvw6c2OGrv2KM+be7bccY81PAT4FdiNzVPuzfG7k+dayPcXObz27XrztRA+vfVVlu7reFPlz0Vk1lJ/tO1OumKWuGaa3kUAZOh1lV7UohK5hEMNWsy7DEUQHrx5JVWrsthaYIAnnLtNZnU0pHcavadRiyrvXVUwdjV2BY4qfJpsKPjZ6cqT+HupJe4Io4+PaF769x0JOYMCTq176O/cYyJBNFVV3GX5K6/6zyTuuLuDW6oDcxuSXTC9qOU+lveXVtTf2eTl9Hv7/eITK20bLdyVAfR1QMxHeLHYRYFOxNGrsQooetrftnAYwxOZC/nbbum9M2xnz//Wr7brYXlL97OZYyrhiqFMwlIYNcVdPgUNZogNgHLhA2wtZ64lS2W6o0qdK0goA4mN5GG0MjCDnZ7DB2Gs6DomCobBmtdhDTkHYhqtSGFMuTTqTg9cEGy+kGT86eYKHRJhJNVrOU/+jM+3hl6ybtKCEtbaLI+2fPsZb3mYstNNIvbPFfAaxmW/SiFpEM6UUtSq1sNIfk8ZnTzERt3hys0Ita9oUiYD0bkJsSZTSnW/Nc7C6RyLBaBJ0JW5Ra8LWNN3ljcJONbMST82f57I1XuNhd5GY6YD5pcao5izKaq+MNtrIxm9mQfj7m5rjPR5YuUurSYvXYl0AvbnGxd4wXN65xfbRFpkoe655Aa81abrHrTpTQCmMyrZiLWhRuPSAKJImUjErDp06/l+fWrxIGQeX+hmpML2zRCWNSbVP9R4UiMwWZKqtEmiujASca7UqQqS4FmypTFeONRG1mhi1f5wtHZ8rQjSxkYpisO6znI5bHQ853F2jIcMJhr41PwXSUGsvJ4mXd8d9rdO1fxvu1GHcQlL9dEh4XhRB1attPuYDT28PACvCPhBDvB74M/LfGmCH3aIceHnk75ouX7oeFUlQX0U6lnNLeVH8s5zpzlWw8LSsIbv8GbwSSJLhV1WBaiU2SBDZVvRNFRDKgX6qpNGW1LQtuqdnjeLOHRHB9NOa5jbfQxvD4zEku9o6TqoK3RjcB6EYtOnGDQEp6UYNu1GQ1H2KMYVxmbBUjIhFwvrtoF/SKMZlWZOUYITTnugvMxh1iGXJ5uMYXb15CCsmfvPAB2lHEZp4x22gxa1q0wwYCwWuDZdaKMcdbs3zfqacQWLrbzWwEwl6TjWLMSjYklhGtOGGmbDHf6PBnHv0ojTDiynCTm9mIUAScaNoyY3EgOXGiS+ZokQLBb15/gUGRcrI5w3vnT5PqktOtDqGQrOcpK3lOJASnWl16MaykGac6cxbHDiZp4gbDa4M1vnjzNSSCj594hCSI6EUxc3Gj2k4AaaHI3At8AlUoRlApPQaOEqqxkFcsJbGEVuhnEmZqDCw2Oiwk7cpxilpkGNppCYWx+QV152y5/YZU2bOIpeWV79ZxWxVK+3czuHeH/3Zs3wEbsesX0s27UP5C4EPAXzLGfEEI8XeB/x74q/fapYOi/P2Y+P+3922xsiznWd9fVT09s2atfd/nfrZ9fIkjIyIiNomiPACOAQPGeeAFJC4KD0d5CAJBFDCW4AFFAkXiIsHLkeABYRQkLgKRB8d+yEMeEnGO5RCwgTjGcY7t43322bd1mZnurvp5+Ku6q3v1XNasua3Z/W2tvfea6f67urv676qvvv//id4F8BMAfoWIvrRK+6uQ/C0KWT1GyY2e+wzV1LYpy6qhJQItPFzxw9BmIywYSXa+WR2MS1kZEWFkJ77IMPu80FJ5PBAsobMGmVrctlCUtqdNKTvLPY8ey+R6ft8PJse+ILHGQdLz0kPh2EvpIRGeZCIHPDR9aNIwSmNks/pKPVXFds+KDCDCoUnR15K18MRzyYmq2ma8pE54XFnQfZaP4MC42R/6bVRpd2yFYjFeHUJEGHvaJXCc1b2hUo6oiMqCwAMdpIzVvQx5RGJHUBbZjfpPuH46Ou9go9kHymO0KBnIL1oCdRqn7BFRt1M0w/G28ChxkFi12fpGS9uQ/AErqxH5LoB3mfk3/e//AeLEL96eZXa6LJj5PzPza8ycMvOLzPynVmm/cKuT/C2GtptG56RdlYyqviVzlV9iGpcdkKjKhvX2MxdybDPYO9MgAfOvDTh2KLxTNSTZ63pKJIIKhCeZzNIOTd/L/6gkTyc+XauCBIdIRjjhowtnAQhXTBBOPCuKMgvfSSFZAe8d3sG1pI/MWXz/7FgoHqNROIuTYowHo6dgZrx6cBOJ0pi4HMGdvXF4F9ZZPJ2c4DQXe8fZCIWzSEhsPJ6c4XePH4rk0BcmyGyO3OUonMV3Th/D+iAYoSwcbiQHoivPxiDI9RxbC8tOCjMzI7O2zFh46MudFWzLrH2AJPt6oX8NB7oHIsCxSPIejs+QWVtKNCVzIPv7XUk2w13OnSv7SigMHbaJ+1GQ/oUF7VkqjzhbZLxIGaCoylI5Td5X9s9GQZBEV1V9ONpuXY67wPm8POsGLfhnHpj5PQC/T0Sf8B/9FICvL9OmvaRHNoXCCWccwpTPLQKh0lfLgkZ7RBezuCfi6bmMKwhvCgDOSdCFZVkozNnCKMJA6yrlq3M4KcRxJIpxKzWwDJyOzpDZAq8e3MZLg+vQJBJF1go3cYjMWQx1D6nPRx1Slaa6BwLBKodhkqLvR5PjosCoyPH+5Bgn2RinNse13gBHZoBEA9d7KX7ixY8BAE6LHL/9+D0pbpD0cWYzfPv4EQZJgp7WeP3gBhKl8f3RYzzORvjo4V187OgFfOf4fWit8cbRCwAIYAXnHA59gM13T08wNId4MD7DN5+9D60Uvv7ku/idpz/AG0cv4sYrfwCplojEcWHR1wa3B3cka2EhQTUT2/dRpAVAgFYKp7nDsWdTD3Qfli1CkbXCWTzOTlCwxade+QRup4fIucCD0QlGzuEkz5HqxCt4HCyc1J0Elfddk0+JS5LGQEH6Uy+oSlg4ausXN7UipKgcJWaM9BwDIEJK9ZF0eNkD0ifTGTbK/ok6n6yJMDDVbDK0J17U3QdotTIW/a8D+KJXjnwLwM8sY2QvnbZRssi3zncyR52+GcUWELK3wU9bFbePyZUvAAzM5wWf5YVodINNIiiWB96wlxmiekBPC3lhpFrjRk+oiuMsR6qlmHA4ZqorumHsJJhkYGR77S9kVWwhQc4WDlLmjJnQNz1MXC5V1ZmRQ4J3Xj64Xjp1QBYGT31RhRf6Q1xL+hjbFOzdwWk+hmPG4+wMT7KRV4308NJBHzfSQ2QuBxHhUA88TZNjZDMkpPHi4BYUEf7vs/fwJDvDqJjg8VgKI/zRl38YiTZwABKV4FZqoLUuA4yIJEOiURqKJL9Izq4cEVeqnThqUSimvklwOx1iaHoo2OGDyQhaadxOhugpA03koxIVHHvZJoXcUdX9Cwj3L+5H7LnVqh1+ItRCicTQiqBa+lbmUx/MkvyVx1+gf5b0zRrn7qGk3yYhC7ireQUx89cAXDoCfLcyoawIQSK2KUydDjZ4xjKUmKsE9NWm0Yil8RN/Ht758RnG9psPVTk1jpQCqmX70K5mgd5yBBUbQcUtxlK+IOEzvliAAiFzRSlJBFCbTE48dRAkVew5eYkAVF5AKDZiGkFke0L5aF8MuNJiAAcmhSblOW34cmqTc/fJeIrHRte4ukaq9lkdFTtM3vta3yaKvrVebhfL9kguvOwZ3Yfqotfvud/g/L1t+azWZxp96zzXXR5uISwa+bfOCEE7f5O1QNH8n01iL0facytvrABEJMULeM4CTgMT63zgD+PQJ78P+wZeu/A0iWNJ7BOCa0Z+tT71U2dDQo8QMybBKfvMJs4RmAgDLYnqrQPOCgk7zyNikyAJiBIiPMrGmJQ6bcL7k1Pc6h2UxYmJgkNjXDcpJj63hkTvMT5+eBsf5GNo0sidxfvjYzzOznA96SNjCwOFntG4lQzw9affx1c/eBcfObqL68lAiuZOzvBgfIwj00NPa7w6uIaBSXFkErw3fob3xyewbDFMUvzO0x/gh669hLGd4FrSx6HpI1WEkyLHj9/5KB6Mn0KTgoHC/zt9AFIVjVU4hzFb/OitD+FRdopD0/ccsji7AkCPEqiWaXGcmTEhwp3eAb518gG+ffIBXhoc4cOHt/Fq/xBnrkBfGdiQDJa1ZIdErJqP+pP/LKxVPJoUuJmahcd4VYoDsdWbkpmPPdUiRaSvHomxacnfvJnMNrCXTntTkr8gm7oIUq1glGhuJw7oawB++h1yPhR+gUkctk/2w4yBVuXIkLlK6DT2KQ3HNsfTXBbVhp4+6GuFoVFgxRhLJTBoSOUcTcCNnnSB98anGFsLTQqHegAAuJkGvtrizDLYMU7t6JzDOcEEBOB6MsBRIioUZsa1pF8WiD3JM3yQjVFYhzPkeOngBu4p4ZcJhGvG4NAMMLYFHmUnGLgEbxzdFUpAEV4b3sRLB9eRWXnh/fC1lwACXsAhyC+Ifuv0fTAzXuxfx0eObqNwFo/yEX7oxssYqBSOgafZGA8nTwEALw9u44X+tfP3FIAjAqjuHo4S7fXNcv/Cw/yRozt4fXgLuWOcFg4DrZCoBO+Nj/FocoJEaXzyxgswIBhvMs70mPoIR8uMDIBiwjWjF3bYQJXpMaybtIG5Kg6c+Grsu+aQ5mHTrV0lPbIq7KXTDpVdNrvOPB9hlZ9dVJwXKJ2yfFCNw+JovIrGCFnqKruBaw7qkPi8w4JksEtUZYvTke3MS9wUlLddFRMugzAw/ZoyQt7h6jhAxcNmrj65lReeqUWbaRBOCwngSXXVNYMMj5wP30YlcSsVHBGV0zcSJWmj1ioKWQ+rT5vhySVTTdR6nuUL1NXVGspzIE1+eFRkMiL3kZxEJZENdnHbvDRPVg1BVO8XFaUyHWXe7egcamg8D6ptmx2HXMXNY9eu015y2sWaFyEvisAzFl4yZXyOYqCSWVm/Qo9I7pW5ejHgmnyLgzql4nqHJkHf88pEYfRtIwVLXQJWOCkEmztb5nXQxGV9y1EhSYZ6WkiB4EAcO0yKvF6lBVTJ2xyQW+spklNktgBB5IgElIWAJy4rbYSO+JGjF0EgfDA+wcPxMQiiNglh69Y5r9g4Q+7lgmObA8zQPmvgxGZynaFhfJ3GZ/kpHDsMdYoD3UNCCkTWj6SqReOQxTB+TkPY/OPJBNY5aKpUPpLQyyJzGfKg6vE01630EKkysP4ay4WSHbWqwvHP/HWOXUPI5hgKIUxbNwnywbKPRTLAGE0bu5S9b1EEemmTCGsi8342ib0cae8SmBmZrQr55lacZhpJBMPCKXk1QU8RjHfk8ZPM/q/me7+iUQwGRhIdTWwcKC1O/oPxMR5lZ7jVG+LlA6EVrF9EIyIMdR+pUhj6hPlhgU6RROo51jA+a91xPoYmCV4ZcyZyMJLkR5l1+N7ZU5zaCY5MH4lKkDlGX6VIdYJUKTgwMlegp1Q54mUAN5I+Pnp0F2fFBAOd4E56WKYpVUQ4SmQmcJwXSDVhVDh8kI2l/ckAN3tDKGI8ys5gncOD8TEeTo7xyuA6XuiLLUUKoQ5kADWuc/hVwSfdYkbmHMZWFmtzZhQsWa4fZVLt52bvAH2tkCiZpWjq4Vb6AhSEljjN8zIKkiA654QJZ9ZiVLjaiK5goLC+CrtkGpPsjg3aLDRYaBFVG6zkPnpWwuNl+0RJMehFR4+FC9kI67Uknx/s3jnvpdPehORvUTg+v+rdfC9LxFxdUtX2GaFK1BSm4kQEUtF+qBbKAF/Zm4CRK/BwIhVYbvf7ML7at9AMBgM9KKMgS7vlvwx4NYeDBJgMeQAHluAalnYdJomvWH5W5hN55eCGpwVUSVcQyehFUyU5DOd35kRCd703wLWk7zltT6eoqghEXxtPEykk2kBBqps7SI4UB8azfIQH42MwGB8+ugOjNJ7mJzjxFIxjVak7/MswVOsp2Qt/naXyeOKpHlcu5h4XYyiSMP+BL9tWttG/jAqWRWSgKuSr/PoFKYJ200dq4f4xqMypoyPnGdZC+p7+iUfPVXbJKkI33NNFkUUvzG1jG5I/YPc47b2kRzYt+ZuFtr4epngx7dEm34pRblf+Hh+D4l/qx/IbGj+yVBDNdC1rXESZxPK3phNA/J0cDCHPBUGy6zEzelpG6goktEBJN0QZAYOt6NyEGgopbX2CreiYwZGGc5KAoTBKr/PXQOCShbsfFUKh9LwMUGYZUbY+rgoENGmoWnsbNEZ4oAs+P3EP9zR+6EPUq5tir4myWHLts3p7uHHP4pdg3PbQposgbL2N4gNNbEPyVw5c5vxsEns50l6l5C84i4vI+mIoIvSVl/EBXkIET0tIW/st8qxx4TCyDgMj020JvRaHf2563AD5Y46dn2YXFg6EVw9uQyuLI9P3KgyvJfa2Ncl0+FlWYGAUDBFG1iGzIvPraYWUFE483WNIFgyH5tDrsZUvNpzijcO7yFyOoTYYeV69p0Q9kxDhB+NTPJqc4igZYmhSMESeeM30MfEZAxkSIp45RsGFT/xkYFTIB51j4iwMDBIl3DWzw5FKMGaFtJfgD98+xGk+xtBIvpPbaR+H5q7UyPSqkzCrcXB4MBnhdjL0FELVByZc4DifYKj7Qq/ARxImAzzJxxjbAgYZDpMenBPhpVbhpQVcNwojF6ScjMJJeoDrPYNUAWPv8xVE4ik1Jev1GUuJKWR/InHSk8LhzDpcS7TsS2E2cnFJahN9TZe2sUpsXvK3G7OMGHvptIPG+bII0i7Ay7LAF+64jrl8ILWf6joGMv9Zm8MGgL6RGoQFM3In2xmqbtisdnB0TENA4ke+QyPURubE6RJEow0AA+Or4liH48Ihz50vMEzIOcdpkUHlwJ300Gc2rKbnch5JKV3LnEPBBEU9TJhhlEJKVVg2EeHFwSEOTd8n7xeHTQRMHIOhRGQBoSXePXuIzBU4Svp4ObkB5kp62CODni9B9r3RIwASXNOLKJMb6SEIwqNbJhyYBANt8O7oBJa5zMbnmKGzBBk7CUEEfBFfgwNoaGjkThaSr3ne//GkwMCk5Yj8tHAIuTbHNpOXDRFu94ZlUeZmqoIg/QslxWRScj7pWZCYPsusLwAsks2B8coYF/KOV6PDi0pSm1iFjVViO0UQdugCYE+dtiIJOLms345nhMuONOo0hpd2xdNVtNsV2RmXPGT4LEjG2o91/ozj6Mcwfa5yIKP2XSh9FbcNEY3QGsFXa3M4v4YNorLgQnwsx0HeVhHIlfKx2j4ULA7Z80DVHiLlA5yTwKHAy4fvqusg9uNrGaighHRJmcRnHl+/wHMTUe26+SszhQZzZVRn3I7yPpbn0qBAWmiy+JqHdseSzWZf2UdsdIRdYvOFe+dhLzntVUn+NMlIlYBSwXBRKG8D8PkevKQvFPedZtZFvCoQaa+ndKAgDysYkQuMkg25SnKY6lDSqpIN5v57qu0r2m9NCrrUbcs2YVGIUMneHmcTZNbWHEcogBuS8TuvunDMSI0sm+bO4bTIMLEFTouRpzmqC/PqwQ30tQF85ZnMFShcUUobFQipMriVHiJRGj2l0VMKiZK85eIoxVZ8jW4mfWiSlKuizHDeeVfnZ53kmJHCE6qs2Rmu5VGiZYTsR8maUBZTHuoeUtKeruBaH/BvOADV9s2uUEr+Ig47tENTdf9m2dgnbEPyB8jLfN6fTWIvR9qrAkVT+ssgGlSVI+tmbchzx0bgw+uj8eBECOKQJCLS4rRwpTytCsSRB34SzTpyXyUl1TJaPcllqj3QCn0to4rUZyIM0jUiDYLI5HLLKNhioAkDH943sX6U7oCnmfXSPMk0mFkuC0C8NzqDZYe76QGM0TBEuNETHfOTPEfmpIL5QAdHFygKhUMjapXfevwunmVjfOzoLu4MhmBIYQgQ4XZ6iLv9I3+NHBQBw0QSNhXOIXOyWPru6VOMbI4PDW/i9YOjcnZBIBwmQmFk/iUDVIqanlboG1WfgUEKMIe7aZgxshmOixwJCSVDHCIQqawiExKOlb/7ezX2EZ+pqo5bW2eGZARMPXVV9jGExciZ3arDBRGew13CXjptoyTibDs15eqIJX9t6Vungai9ikgoWByPwk8KH6DSEr7cdg2CZCzzeVAA4bSVpwy0CuoL395CgUiOG2RkiX85WBfCpxUUNECy2Bg0vamvaHJaTJCz9ek8dXR+wqVrkq44TAfnHpJnPivgg9EzPM5GMKTwyvCmLMJZW+bzCHtlznmbFS8c1hCe5SOceHvXe2nZjnDNFVcUDlDNlOL7wdH2eaSCASQyMxT0zXxullRpKfQQ2Siil0KpqInOOby0mn1ger/w93a3/MtKYdBJ/oA9pUekGstm0ZaZD6iPkuJp7iJoSgDjLHyxFC3QL7GMbNZxQsRcfPPDdL9JyYQIzibyMiF+JJOLbIXPwr8hCjIUBIglhbF117DJkQywr31xBjBy56veoJpVBMTRpsFOOIYUeAjZA+05SWOzTa2SvzCTabSdWUbV8QsEqOSA8b6z3t1lZkWuX8eAthd/uPZtctKZx5my3azvtoUC26F/OskfACL6JQB/DlKN+HcB/AwzP1mV/Q3W9a0d03oOchANdxRJNsBlZINBbiiLWV4iiCqAZmy5TKCfIJ5my9T7Wk/7TICCwFMrqqr7HPg6lSFYJFw75e33tSSdIsgom5gxdhJ6DfazGs9ZO/jalySRiiAJhT80GkYluG4IOTs8nhS40TNQxPjB6BSZYwxNv6RoJLGVOG/LQF9Jyv+jwQCvHdwAYHHNJJiwjPiT6AyFItLo+c9GPgI1bDFMUnx4eAeZy6FBZQi5RDDK7CLjKghGE5BZi+NCJI23UlNe0+baiWVbLpre7g1wYAzG1iKzjCc+a1+AjvoFQQoHKAh9NWHG40mBo0SXUlGtuJaLpolUUznjcPBrGDxdnSTtDS9R2a7W9/z5zbOxaWz60Zbgpd0a226LHvkygM8zc0FE/xjA5wH8nVUZN56T3CQkry4hafkuRK1dFDHn2ZT8xUhaRsLxseNvQztCutdFkgHnXneswBj563potDgKZhREMAo41PqcuYF/KYy8VlyTxkAr5Ax848n38YPRM/RUgh+5eQ9jx2VRYgn1Vz6dqozSjV9jiCWNgStuOfMyk17cFcY2x9NCMiE+zmzkBLlsb/jMQXJ+P/J1K18eDKO84D7Nq+c4DAGDJIFjgwPT81GphKExGE55yqp+UbU/0ZVEEwDYa+KdA/QM+YTQJn4fZijV3hdjSA6VKX3Wn988G5vGVuiRHeO0t1Uj8leZufC//gaA11Zpvzk9jY67tqleOVXCxUfT09oWj5DLY8T/zvgMmN6Otun2LBslRRDtU0YMxjYah2uzEWNSSO1JGck02hTpwKuful3Zbjp10Hang3yx7bu2qxXLM+MRV3NaHP4vD3hdU9C8prOwbD+6qI1SSjilbYva2CR1sg3JX1iIXEFh35VhFxYi/xqAf79Kg22Sv7BgRkDrQs7KsKDduO6fJrS2raeqgAn230ee6/wxSUaX7Av9Jur8A2f9d6GjCWcdbecXI62V/Bp9XTkqQ4ShUZhYsaG57ownVorOhoxymlC2Y5BouNz6UTsAx/jI0QtQJw/92UXrANIyBNcdB0sVzCh87cWBTnBqKxWNKERyPBgd49WD6zgwCQyJxA/wbSGDlBxAQv3kLjgt+VfonhCRCPS1xk2kOLUFcmuRJPWxZ6qkrmPueSdDct8KLxPURAv3iRr8Pok/+VofuKCNJkIf0BRS3F7Sxjqfp/iY8JTV2o9Ux+6QQ4K1OW0i+gqAl1q++gIz/xe/zRcg6wtfnGHnTQBvAsC9e/eWbo9PlLaWy++Yy6x6qZLw5XkIjqJUgvD55yPIwOaNZXJf0UZDHvIQSFKzxYyT3GLixFkdmFCm63xbS+fl22YUIaHQZoWBkYd20qCghCIK3HqIjpRsdRrAYaJLaoPBOEoS/JE7r4EIpYMbWefjh6iMsAx8ObG8OJTWOARjoDVGhSvVM4ki4c57B0h9fcuEgARR1kOlcK0niah6Cjj0So6gijFE0FpUMdaxj8w0SJUWpQvXHVScG0S007IOEV7CiyC+fz1dH8Ermi8PnYdm/6xyki/3PpF2yT2+yP6OuaxNuehz0sQ23OcSzVwr1ua0mfnTs74nor8K4LMAfopnzLGY+S0AbwHA/fv3F5qLtUn+SmnXGkYEYTQsU6nF9ik1yP7/baOV3D9oIYhl6vHD4qGqpmpNe5ZROtm+10EDKCPpYoTvQjh0W9va1gyCRJAiu2HOE6rseDLIO2VVPrgVPSNeX4cXAFWyOqWqyMqBz/KXR04zpBy9G3HPAa4lYjAs7MWON9y/IK20jPIYsQa+ee2Nv/YOlXpm0RSowca6BqvN/jntnl4E06SHs1DmjMdyjtBg8/wyYbULkUSkAbwN4LvM/NllbGyF0yaiz0AWHj/HzGertj9V8remG17K8HDx1e1Z/HMYYM2TL8YZ+ppZ3+JtSs2yrUccTpN21TnpugQsHvyFz6zjc3bDZiG7XcynNBPxx5n94ndC2/nFFBJQv+5xO8rtG9dDvqvbD/cvPr9AmwAyIm7aKKV2C5xfE00Z50XkerPsNfdt65+roDMuaqNeNPriKLCFbIO0ck77bwD4xmWatC1O+18ASAF82d/432Dmn12V8U1L/hKfJF/ohNW9GBKtoMMocIbdVBFGVhzdxHFZZ7LvY52DLvtGT5/LHJc7xsRKAv4eEZQXGjPDc9I+aIcrSaNnc0qE35/lRZkNsEe6DBfXQK1t0uYqgASQh/FJluHMZriTHpTFAprnlzmu1UAcGI1US5RiiDIEUNZw1CQzljPrvHROwtuTaNRufBYv9ucWpG4Ksl1fKSliUDhoRUiIMLYFMmcx1JJjG1wVKWg7vzZYlmRgYTalWdpq/fU0BCiq7l/aMtKPUfhEYKHdAfP6p/MvXK3Wu6imFWFQUoLLHWfDjzaA1XHaRPQagD8L4BcB/K1l7WzFaTPzx9ZpfxuSv+bUe1VYpHOPI9lZeFjDclnuKkdrGvK43Dk8yyVqr68JBVAbjpXRj1zlYIlzmwA+jNvrBx9nZ8jZoW8NriV9EFFNsx4Q2hY7bClynOBGLz2nZ2+eXxudY5nxJK9nXDZEuN7T0Ea48gKy0JtqXbMRrlFom1EE67lXZqCvFQ6jYeJpkeP98RkYwHCYlBr2YCOc80yH7biMYgRklN2cURUMZIUtq8+kevbEWLIvovXY0/qnYy6vr+SjWe+i4mWeE8J2svwt+IK5Q0RvR7+/5andGP8MwC8AOLpMm3ZBPbJyEM6PBncbXM6qzz0wzLUpbVvWt+Z51r+bNT2P9lmolS0oaYRIfEctm/jRaNu5xJ/FdMTM44bvGjZqx21pW5tDKr+rbROu8/n21rM0tl+5eY5v0b7ZbNssLONsmzOmzTLGF8N22rZwxONDZr4/1QrRZwE8YOZ3iOiPXaZFuxXqsyKEhZerAuvgp9bneUwLGXHlXs2QteRU6ZeKkfPoKSojKLMG55wowlBXOb4JPvoOYYodlC0hMvP8C4WikfeLgwP0lSlzNQTZXPB8oehD5rPkSfY8gJjLdga1TNzOEK0XrkP4LtQvDAUcjhKNhESWaMjTJVa2v94zZZGHonEdQg5rhs/nzZLkSkMUK4GvD4uThybBjSRFT2mcFgUYIcjHK0jab0UNmoDErzMkjcsaX/sDrdD3M6R1TB5DMYeQ9XFtq6ErQNtsZBNQoLk/C+AnAXyOiL4N4JcBfIqI/u0y7dnPkfbVGmbPDG8P9QQdyYNlcD45viI6F4YcQCRJm4DzXD8RoW80+qjC2xmVPC4BiU4YlRMNkrGRr5aiANxQBiCAmHC9NwDBa6dRP68yD3WQm6GSnxmSGpC5dRh57XSq5dyCGsMx47iQZFAHWgFEtdS3qVYlhdDXqpQXjiyjp6RgQFu3kEzcgkAfOa6KMSfRtQ/ndL2X4jrSKlkVXSwjJKNeiWig6ukGiKpoxHRhqxcHEZWVkK4CNt1KwmqKIDDz5yGR3/Aj7Z9n5r+0jK29dNrGT2V3IcvfIpjF85WRdp5rXEaqVdpo2bf5XRyYFD/Hze0yJ1dXMgbKNoEDD7nC5x2rTYIZeOGg944/i9vGqGR+bZwjUSjowL5NNPU6h5cChbYTIQ88b3Qu8fVr3peLImi557WtQ4UE2wop3607s5dOextZ/taNWdLAaWgNi5/iZEonFH3VVo+vVHRohaJwIq/zdgMdYhm1nBVTs9RNkTmGxP9h32BXR7k+gtOWyEzUPgv/llI+r9JoixANx7SelnEQR2xIXkI13j9eK4i59CUcd3ydLa85SndPkEOotI1rtVd8PGb+NQC/tuz+e+m0t5HlbxdRcFW4Vxzc+WxuTQSONXDcAMosfoG7JaJSageEyjfiwHpU5euutcPvL5n0zj8I1vPGJkpSFFMIBCAlQCmJsiTfVsWMk9z5wsEEoxWsY2knhHoYOcYkd2XWwyaMUgA74dt9ZsMgkwOmL15af17TIhbbrlt5nUmy/DF2LyHRLmMbj/au3Z29dNrbkPztIgyh5qRC+tZZkAhA+X/PfxbLBuMRdJDaNYsUN52cIYCpKvXVzBwXwqwB0SpT4PjDiBfysI6cvBzK/QCMrCurhfd9aL7RgZf2x1NSSWfWuRtFU2cVbVCQdpoZL8E4S+O07I+75hB2GeFFvdljbr6c2DzspdMGrpjkryGFWxUWtVWLYpzx3ULHnNqOhh0+z2fLtk3pXVurph+3ds5l22lq22bZmr3R/Ef5yvS/K4KtuE7aPUHNXkr+VlXYd1MoOIzKVpvqclpFkvi7kAQ/84qRIFsDqqCWppytGSIdCtoyMLWHJ6pSvQR1SrAT6lKGYrXBRmhjX8t3A0Xox8cC0FNKcnwAGDfCzBUt1jZAZhhFdB2mXb+LIPXXbS8fsi1gW5K/+YK/zd7hvRxpXzXJnyRHWt0kjFky8DmvX+75PjWxYYG2UksEh6giaiNsH4/+Q/GBYMMQlzytFGeY3fogPYxleKFtRJLxLSYw4sx0PUW+5qRCEi0AEiCpVb0z7jVka4u2Dahys7B/Y4XMewDQ18vxziHsP25vh8uh047sqdNOlAJbd2UUJOvgNgOlH2eya16PUjfdOH5JMTRUEUFdEduVzRZTPlSRifL3rCx4cUraOFdKs20uegHN0rsv0rbYblHOApZ/aH3G2LlZGjsshm1J/nZN1bOXM7fcXR2HvS40M+O1LeLMW6s9p7OObMQZ9xyL43ZuPp0Q2yhaMuPF7Q9HDwmT2toWAmsYl5tcldnx/P+rYsnL2wwl3ULwzqLXqEM7cmwhy98OYi9H2s/7fSUfIdnMU5IoUYIkPqqRPZ9tnRP1xJwRhdAYjLxwMFohdw65Ewc+0AqWfRL/eW0zhMy6shiybplpBLleUIZMG+0YpaBJznNsLU6KDEOT4MBcrLphCHZxTkLY50n+qv0klF5BFCjxtnHbgMCbMxI6r1TpsBg2/WgT0KlHNgGj6MrlH1kHYgfi+HylGUYljUyAqYqOAMuMp5kEd6faV4GPhu8X6Uw9NTuJUyw9pDltkwhNi/fGpwCAo6R34Wx1OiwYRi+dRfYPi7XTNo1taPBKQqKfVyhsgxrYfA3IedhLpw1cqXXIlSCecm+Cg7u0RPECPH5tEY/rL+Og544/XGqmddF1Bb74oGDXuNGrhm0907s20t5LTrt4DgNrJpZxnFtfY7GNIxbKxMh8T3JpUCVLAzBXkKqJcD3RMBRLFFd/LhK6zq1tCwEzIRgHCLlJCLd6BzgySRWcs0Y4VDlRNLqoxk0gXgh/nrGXI+2QavR5QqoJPT076k9RPRMdkcj9Zu9Vgb2Erae1121frLDrIsisK6Mv+1oqzcQgkk6ro/PQvi1GGRDMRka0gXPXU6JAO6wHW5H87di93UunrUkW4ez8TfcGmwiJjhUaseSvddsls9+FAfS0TKGl9C/iTNo+Wze2ccznHdsp7NvRIwAAIvqHRPQ/iOhrRPSrRPTKKu0Xz5nD3hSCFhqYXrRWFCmVDPCiiKV2M/due46iz+KIz7aiw4ugaWPhdnRYC7ZS2BfBcc/+2SS2xWn/EjP/CDP/IQD/DcDfX6Xx513yNw8SbejOVWWfB5ESKgw0oTelyGwoFHxaWEysOPCLIPH2pRrP8o9D4L5DZZtiiYXDwFs/L2sky/aLTWLjrfIzynk/m8S2Cvs+i34dYsX3IvFZ/naz220fmQ9FX7ZYyaxO2lME8sYd/KhgjpTwIvYXRSnh8w+VXqIzyAJjZWPfEdIGXKAAz0axHcnf7tEjW+O0iegXAfwVAE8B/PEZ270J4E0AuHfv3kK2Lxsd99xgHRcpLE42Mwe2jNzmOcKpxRMWbcey+4bjN9ryPDjuXUYn+ROs7cVFRF8hov/Z8vPTAMDMX2Dm1wF8EcDPTbPDzG8x831mvn/37t2Fjv28TGeXRaoJCa2vLqBRhFRXcr3CSWBPqCv5ZFLM5ok92O87tuuRFs5DZhmnucXTrFho+8B/XwarsLEs+r5f7GoA0DYkf36iNfdnk1jbSJuZP73gpv8OwK8A+AerOvbzKPm7CIiqgr3rgiYqZXlG+Y6mRNVDRmPiQqbA6aNgQlWcYBtupOdllIugcC4qBrFkVkBXRa0ua+My2ES/uCy207rduibbUo98PPr1cwD+9yrta9p0htsOwHS1CHnKhBrDknmywbDIo7AdrWy8yDTv+GGQcBk1QTyK3C03sRvYhuQP2D31yLY47X9ERJ+A9NPfA/CzqzReuP0r7LvLCM56doFaKv82VNWvVLyAQ97ydH2RF4ZRBOsX8kIe84tCE2DhE1ctaWOfUUBqgm7WcRMUXX4ISESvA/g3AF6C3OK3mPmfL2NrW+qRP7+N43ZYHxyLZGxeMYdQUKE3Y5urCEWEgbmcM1E+A2KH6dgG67miO1IA+NvM/FUiOgLwDhF9mZm/flFDe8kiGLVr6737jVB5Ji4p1qHDqqGxLYd1eYKEmb/PzF/1/z8G8A0Ary7Tmr0MY+8kf6vHIvK7TfPOm85s2GG7sNi8wwrqkQVwh4jejn5/i5nfarVJ9GEAPwrgN5dp01467U7yt3qEggUFA4MdIVsLZhROOPJQJSbE8XROfD/hgI0XkFhw3v6Qme/PtUV0COA/AvibjSDDhbGXTruT/K0eioRzvVg9mPXCEMFET/Aorh4/dUG0w1XGNu7oqo5JRAnEYX+Rmf/Tsnb20mlrai9k22F5xIVvt63mCJA2SZq9OCBFdyPtvYTBtlKzrsIGEYB/BeAbzPxPLmNrL9eNOsnfGrFzzrAuJQTk/u9qwqMOy6PAlS6C8JMA/jKAT/nspl8joj+zjKG9HGl3eP6wr1LCDtvHKrRozPzrWNFEYS9H2p3kr0OH/cP2JH+7hb0cabslcid36NBht7EVyd8WEkLNw146bdt57A4d9hLbkfztFvbSaetO8tehw15iO0UQdgt7SRHNy3/RoUOHq4dNj7B3FXs50i66UmMdOuwdLGSUuXF6ZMdGgHvptDt06NBhddgtr72XTtsogutG2x067BUMOk4b2FOnbTvJX4cOe4cC4rQ3WwKhc9obQacc6dBhP7GVIgg75rW3qh4hop8nIiaiO6u0uyOZQzt06LBi7KXc7YLY2kjb10z7EwC+s2rbigjUUSRXF9G967L1dQjYluRv13rgNl9c/xTAL2ANM55O8ne14SBRrV22vg4xQtHj5x1bGWkT0ecAfJeZf6sbSXVoonBSIQfY00WXDlcItHOzvbU9E0T0FUi5+Ca+AODvAfiTC9p5E8CbAHDv3r2Fjm18gVlmhkIlyi+n3JA3dttn2m8fbhNHnym/JYPP2ZAYTF6LjWbblFyYvT2/oVEofHX3VNFWz6/12q/ARmj3tu/fLpwfEQE8v29pIqgNO9DnSj3CzJ9u+5yI/iCANwCEUfZrAL5KRD/GzO+12HkLwFsAcP/+/YXmykQk/Je/wW0cUBs/Fj5r277+GU2xQWuz0Wp3j88v3m/b59dudxU2pn/23J0fXaRvPd/Y+OyTmX8bwAvhdyL6NoD7zPxw023p0KFDh3l4bkbaHTp06LAP2DFKe/tOm5k/vO02dOjQocNVwdaddocOHTrsMnYt0XPH73fo0KHDNFBVcmzWz0KmiD5DRP+HiL5JRH932SZ1TrtDhw4d1gwi0gD+JYA/DeCTAP4iEX1yGVud0+7QoUOHKaAFfxbAjwH4JjN/i5kzAL8M4KeXadOV4rTfeeedh0T0exs63B0AuyBD3IV27EIbgN1oxy60AejasUgbPnRZw199550vDYxeJKFdn4jejn5/y8eYBLwK4Pej398F8OPLtOlKOW1mvrupYxHR28x8f1PH2+V27EIbdqUdu9CGrh2bawMzf2ZFptoG5Esl1unokQ4dOnRYP94F8Hr0+2sAvreMoc5pd+jQocP68d8BfJyI3iCiHoC/AOC/LmPoStEjG8Zb8zfZCHahHbvQBmA32rELbQC6dsTYhTbMBDMXRPRzAL4ESb3yr5n5fy1ji7p8xR06dOhwddDRIx06dOhwhdA57Q4dOnS4QuicdocOHTpcIXROu0OHDh2uEDqn3aFDhw5XCJ3T7tChQ4crhM5pd+jQocMVwv8H3IHhpX5iBEoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 基础蜂窝图\n",
    "df1.plot(kind='hexbin', x='A', y='B', gridsize=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "1d108e59",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='A', ylabel='B'>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 改进版蜂窝图\n",
    "df1.plot(\n",
    "    kind=\"hexbin\",\n",
    "    x=\"A\",\n",
    "    y=\"B\",\n",
    "    C=\"C\",  # 颜色深度的表示\n",
    "    reduce_C_function=np.mean, # 指定不同聚合参数：mean/max/min/sum/std\n",
    "    gridsize=30)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aae5dde0",
   "metadata": {},
   "source": [
    "## 7、直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "10d69311",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Frequency'>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 写法1\n",
    "df.plot(kind=\"hist\",alpha=0.5)\n",
    "# 写法2\n",
    "df.plot.hist(alpha=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa220042",
   "metadata": {},
   "source": [
    "## 9、密度图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "ce94bc03",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Density'>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 针对df\n",
    "df.plot(kind='kde')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "ba90c4f8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Density'>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 针对Series\n",
    "df['col1'].plot(kind='kde')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de473ee9",
   "metadata": {},
   "source": [
    "## 10、面积图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "c654107d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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KfBPQA0gpdwsh7gD+BogAfuAfpZSHL7bdpbZHHpkO8KMX2imzmy/7ufOklJwe9DA2E+APr1rDbdevRa9Nz+vUJvwT7OvaR6urlaiMss6+LiuT/TwpJadcp5gJzvDdG79Ljb0m1SEpKaLaI79dolbpfOYi998NJOasQ5IIIdhWYadnXMvjDYNMzIb44vvryDGm17Vqo95R9nXvo83dhkBQ66hN+ZSqVBNCsDl/M0eHj7KrYRfff+/3Meqy4zyGolxIdmeGS7CuyMrWNbkc7Bjn20+2MO4JpDqkNw3NDrGnaw8tEy1ohTYtRhKmi/lWyv0z/fzstGqlrCigEv4lKbObuXptHq1DHr6x9zTdY6lfAdLv6eeJridoc7Vh0BlYm7tWJftz5BpzqXPUcaD/AIcGD6U6HCVFMvXNfimvS2WIS2S3GLi+toART4Bv7muhvtedslh6pnvY27WXM+4zWPQWqm3VaX9SOVWqbFU4jA5+euqnjHpHUx2OkmQmkwmXy5VxSV9KicvlwmS6vOtr0uuAdJozG3Rcv66A+r5Jvv9MG//zvev48JbSpCbbdnc7z/Y+S+dkJw6DgzJrmUr2FyCEYGvhVo4MHeHOhjv59vXfzqqlqtmuoqICp9NJsi7iTISYlMRiEt1FFomYTCYqKi48RP1cKuFfJr1OyzXrCmgemOKel7sZnwnxmasrL/rDSYQWVwvP9z5P11QXBaaCVTOlKtUMWgPbirbRONrIw+0P8/nNn091SEqS6PV6ampWzyqtaX+Yx0446Xf7+MqH68gxJrY4UYd0luDN0YkOM7851sddSRid2DTWFB9JONlFgVkl+8uVb8qn2l7Nk91P0jDakOpwFOUdJr0hHjk+QGP/JGOeAMFI4g9DqYS/REIINpTGRyc+v4KjE6WUHB85zgt9L9A91U2xpZhSi0r2S7HOvg6zzszu5t24A6k7B6Mo55qYDfLb+gGaBiaJRGNYVmj5t0r4yzQ/OrFhBUYnSik5MnSEl/tfpme6h/KccoosyesvlGk0QsP2wu1MBie5p+keYjKW6pAUhTFPgEeOD3ByYAopoa7YxkqN5lAJPwHyc4xct66QflfiRidKKTnoPMhB50F6p3uptFaq4R4JYNab2ZK/hcbRRvZ27U11OEqWG57280j9ACcHpxAaqC22ruggJpXwE8Rq1HFDXQGzwQjffaqVl8+MLXkpWEzG3lw73jfTR2VuJQ6TI7EBZ7HinGLKrGU80vEI7e72VIejZKkBt49Hjg9wanAavUZDbaEVzQqvuFMJP4HmRycadFrufLGDR084icUuL+nPjyQ8PHSYgdkBanJrsBvtKxRx9roi7wq0QstdjXcxG0r9hXRKdumd8PLYCSenhzyYdFpqCnOSsrxaJfwEW87oxHAszDNnn+Ho8FGGvcPU2muxGqwrHHF2mm+lPOwd5r6T92XchTlK+uoam+WxBictwx6sBi3VBZakXUujEv4KmB+duL7YytMnh/jBM2fw+EMXfE4oGuKp7qc4PnKcCf8EtY5aLHpLkiLOTlaDlY15Gzk8dJgX+19MdThKFmgfmWFPo5O2YQ+5Jh2V+clL9qAS/oqqLshhR6WDoz0uvrmv9byjEwORAPu699Ew2oAr4KLWUYtZt/TWzsqlK7eWU2gu5MGWB+n3vHOYtKIkSsvQNE80DtI2PIPDbKAiL7nJHlTCX3HFNhPXrMuna2yWb+x95+hEX9jHE11P0DDawFRwKqtGEqYDIQSbCjYRiUXY1bCLYCTx11IoSvPAFPuahmgf9VBoNbAmLzUFnUr4SZBrMnBDbQHu2fjoxMPd8dGJM6GZ+EjCsSZmw7PUOeowaA0pjjb76DV6thdt56znLL9s+WWqw1EyzIk+N0+fHKJjdIZim2lZg5mWSyX8JDHqtVxXWwBI/v25dn5Tf4bHOx+nabyJQDRAnSO75s+mG7vRTq29lhf6XuDw4EWHsSnKRUkpOdrj4pnTI3SOzVJqN1GSe3ndLRNNJfwk0mk1vGdtPlZzgHvrH+KJ080EwxFq7bXoNKqPXapV51ZjM9q4/9T9jPnGUh2OsopJKTnU5eKF1hG6RmdZ4zBRbEttsgeV8JPOH5tCaz+O1jhG31ABI0ObiUZVsk8HQgi2FW7DF/axq2EX4Wg41SEpq5CUklc6xnnpzCjd414q880UWFOf7EEl/KSajU7Q4XuRiVA3NoukskBL30SUAyf1eP2qp306MGqNbC3cSqurlUc7Hk11OMoqE4tJXmwb49X2Mc6Oz1KdbyE/J30WYaiEnySeyAgd3peYCPegETpytWvIzQlTWTrJ+EyIF5v1uD3aVIepAAXmAqpsVezt2kvzeHOqw1FWiWhM8lzLCK91jtPr8rG2MAeHJb0WYaiEnwTTkUG6fK/gDp9Fh4Fc7VtTqszGCNVlk8yGgrx0UoNzQh3eSQd1eXUYdUbuabyHqcBUqsNR0lw0Jtl/apjXuyYYcPuoLbJiN6dXsgeV8FfcZLifLt+ruMJn0QsLNu07RxLqdTHWlrmJCj8HWwQdgzrUlf6pNd9K2R1wq1bKygWFozGebB7icNcEQ1N+aousWFeon/1yqYS/glzhHrr8B3GHezEKGzZdyXmvrNNooKpkGqNxljc6oKnbQEzlmJSy6C1sKtjEidETPN3zdKrDUdJQKBJjb9MQR3tcjM4EWF9sIydNkz0kKOELIR4QQowJIU6f534hhNglhOgSQpwUQrwrEftNZ2OhDrp9rzMZ7sescWDVXXxwiRBQVjiLPdfDqf4oh9sMhCPqZG4qlVhKKM0p5aEzD9E52ZnqcJQ0EghH2dPo5I0eF2MzQdYX2zAb0vs8XKIq/F8AH7nA/R8F1s/9uR24N0H7TUsjwVZ6/UeYigxg0eRh0RZc8nOFgCKHn+KCabpHI7xySo8/qJJ+qggh2Ji/EQ0a7mq4C1/Yl+qQlDTgD0V5rMHJsbNu3N4gG0qsmPTpnewhQQlfSnkQuNCQ0E8CD8q4o4BDCFGWiH2nEyklg8Fm+gJvMBV2kqMpwqJd2pQquzVIRckUw1NhXmzWMz2rjr6lilajZXvRdga9g9x/8n7VSjnLeYMRHq0foL7XzbQ/zIaSXIy69E/2kLxj+GuAgQW3nXPfyxhSSpzBBgb8J5iODJKjLcasXd7gEospTHWZm2l/kBeadYxMro5/VJnIZrBxRd4VvDb4Gi8PvJzqcJQUmQmEeaR+gBP9k3gDETaU2DDoVk8xlqxIFzsmsWiZJIS4XQhRL4SoHx8fX+GwEkPKGP2BYzgDjUxHh7BqSjFrcxOybYM+xtqyScIxP6+c0tAzrFbwpMoa6xryTfn8vOXnOGecqQ5HSbJpX5hHjg/Q2D+FPxRhfYkNvXb1JHtIXsJ3ApULblcAQ4s9UEp5n5Ryp5RyZ1HRxU90plpMRukNHGUw0IwnMkquphyT1pbQfWi1kuqyKbR6L4fb4XSfXiX9FBBCsKVgC+FomDsb7iQUufBQGyVzuL0hflvfT+PAFKFIjA0luehWWbKH5CX8fcAX5lbrXAtMSymHk7TvFROTEc76DzMUOMlsdByHbg1Gbc6K7EsIWFM0gzVnlsYeyRtnDFzi5EQlgfRaPdsLt9Mz3cOv2n6V6nCUJBifCfLb4wM0D0wRjUnqiq1oNSu7kGKlzhMlZMGoEOI3wM1AoRDCCXwT0ANIKXcD+4GPAV2AD/izROw3laIyTI//dUaDZ/DG3OTpK9CJlW2QJASU5Hsx6KO0D+fiDxm4blMIU/pd0JfRHCYH63LX8ezZZ9lWuI2ry65OdUjKChn1BHj0xAAtgx6EgLoiK5oVTPZSxhgPdzISHULKTQnffkISvpTyMxe5XwJ/l4h9pYOIDNHjO8hoqB1/dIo8fSU6kbwGSXm2AAZdlIFxO75mA+/bEsFmUVdpJVO1vRpXwMVPTv6EdfZ1FFoKUx2SkmCDU34eO+GkZWgag0bD2qIcNCs4kjAQ9dAfOMZE+CxTkUk8oT+igOKE7mP1HYRKsXAsQKf3ACOhNgIxD3n66qQm+3k55njjNbc3xItNOsan1I8ymTRCw7aibcyEZrir8S6iMXV8LZMMuH08enyA04PTmHQaalYw2UsZYyTYRov3aZzBZrzRcZAa5OLrWpZFZYnLEIr56PQdYDTcTijmxaGrQitSN6XKZIiyttyNPxLgwCktfWPpe0l3JjJqjWwt2MqpiVP8ruN3qQ5HSZCzE14erXfSOuzBYtBSXZCzYsPG/dEp2n0v0uN/jYlQN1p05Otq0GpW5jitSviXKBibpcP3EmOhdiKxAA5dJVqR+gSr00qqyyYRGj+vtwla+9UKnmQqtBRSaavk8c7HOT2+aGcRZRXpGpvhsRNOWoenyTFqqcq3rEiyj8kow8EWWr37GQyexBt1YdetwaYrRYiVS8sq4V+CQNRDh/clxkOdRIng0FWiSYNkP0+jgYqSaSzmWU50S+o7DUTVIf2kqcuLD5//cfOP8QQ9qQ5HWaIzIx4ebxikbcSDw6ynMm9lkr0vOkm79wV6fK8xEepBh4F83VoMGkvC93UulfAvwhedpMP3EuPhTmLEcGgr0Ij0u+I1voJnljy7hzZnlNdbDITCqgdPMmiFlh1FOxj3jXNv872q9cIqdHpwmr2NQ5wZ8ZBvMbBmBZJ9TEYZCp6i1bufodApfLEpHLqKuS66yUnFKuFfgDfqmkv2XYDAoV2TtB/MUggBBXY/pUVT9I5H1OjEJJpvpXxs5Bj7z+5PdTjKZWjsn+TJ5iHOjHootpood5gTvg9v1MUZ73P0+F7HFTqLDiP5umr0msTv60LSN3ul2ExkjA7fS7hCPWjQYk/zZL+QzRKisnSSMU9YjU5MolJLKSWWEh5qe4ieqZ5Uh6NcguO9bvafGqZjdIZSm4kSe2KvpYnJCIOBZlq9zzAcPI0/Oo1DV5nUqn6h1ZHBkmw6MkSn7wCu0Fm0Qk+utnzFztKvFLMxwtpy95ujEwfV6MQVN99KGeDOhjvxR/wpjkg5Hyklh7sneO70CF2js5Q5TBTnJjbZz0bGafM+R4//EO7QWfTCTL5+LXrNyl6geSEq4Z9jMjxAl++VuZGE5kVHEq4Wb45OxM+ranRiUug0OrYXbsc56+Rnp36mjuenISklr3VO8GLrKF1js6zJM1NkTVwSjsowA4EG2nzPMhw8TTDmIU9fhVVXnPJcohL+Aq5wL93+V3GHezEIK1Zt6n9Ay6XRQFVpfHTisQ5o7lGjE1eazWhjvWM9rwy8wkHnwVSHoywgpeTl9jFePjNGz4SXqnwzBdbEXTg5ExmlzfssZ/2H46NNNVbydGtXvO3KpVKf8+eMh7ro9R9mKuzEpLWTo82cS+XnRydOTEc52WfDGzRw9YYwep2qPldKpa0SV8DFA6cfYH3eesqt5akOKevFYpIX2kY53DVBn9vH2nwLdktiLnCKyjCDwWZGgq14IsOAIE+XmqvwL0RV+MBo8Axn/YeYjAxg1joyKtnPWzg6sWtEjU5caUIIthZsJRAJsKthF6GoaqWcStGY5NmWEV7vHKfP7aOmIHHJ3hMZpm32GXr9R5mM9M9V9VVpl+whyxO+lJLh4Cl6A0fnRhIWXtb82dVIjU5MHr1Wz/ai7XRMdvBQ20OpDidrRaIxnjo5xKGucZyTfuqKrOSal5/sIzJEn/8YZ7zPMxJqJSx95OmqydEWpu2h4Kz9bY/Pn22iz3+c6fAgOdoizFpHqsNKioWjE19UoxNXVJ4pjxp7DfvP7qd+pD7V4WSdcDTGvuYhjnS7GJ4KUFdsJce4/CPZ05EhWmf30xd4g8nwACZNLg5tFTqR3r3KszLhSxljIFjPQKABT3QIq7Zk2fNnV5v50YkhNTpxxdXYa7DoLOxu3o3b7051OFkjGImyp3GQN3rcjM0EqCuxYTEsL9lHYkF6/Uc5432e0dAZwrEA+fpqLNqCtK3qF8q6hB+TUfoCb+AMNDETGcamKUv4SMLVQo1OTA6N0LCjaAeeoIe7G+9WrZSTIBCOsqdhkONnXYzPBtlQbMOsX94n2cnwAK3eeFU/FXZi1jjmmiimd1W/UFYl/Pj82SMMBk4yGxnDrqvAqLWmOqyUesfoxHY1OnElGHVGthRuoWm8iT2de1IdTkbzhSL87sQAx3rdTPrCbCixYlxGsg/HAvT4D9Hhe5HRUBsRGSZfvxaLNm9VVPULZc2yzKgMc9Z/iJFgG76YG7uuIqVXvKWTt41OHMrFH1SjE1dCkaWINbY1/K7zd2wu3Mzmgs2pDinjzAYjPHZigMb+KbyhKBtKbOiXOGxcSslkpJ+BQD1TESeB6AxWbREmjX3VJfp5WVHhR2SIbv9BhoMt+GKTOHSVKtkvIs8WoLxokgF3mJeaDcz4suKfR1JtcGxAp9Fxd+PdzAZnUx1ORvEEwjxyfICG/il8wSgbiq1LTvbhmJ+zgUN0+A4wFmonJiPk69di1jpWbbKHLEj4kViQLt8rjARbCcSmydMld/7samO1nDM6cTrj/4kklVajZUfhDsZ8Y+w+tVu1XkiQKV+I3x4boHFgkkA4xvpSK7olJHspJa7wWVq8T9Pvr2c6PIhFU4BdV5HS6XaJktG/zeGYnw7fAUZDbQTfHEmojlNczMLRiS+fVKMTEy3HkMPG/I0cGTrCc73PpTqcVc81G+S3xwdoGpgkEpWsL7ai01x+agvFvHT7D9LpfTle1ROjQF+TUcu1Mzbhh6X3zZGE4ZifPF1lRrxDJ8v86ETmRie2qdGJCVWWU0aRpYhftf6Kvum+VIezao3NBHikfoBm5xRSQl2RFa3m8g65SCmZCHXT6t2PM9CAJzpMjqYIh25NWk22S4SMTPie0BTO8KuMhTqIEsKhq8q4H1wyLBydWN8tOaFGJyaMEILN+ZuRSO5suJNgJJjqkFadkekAjxwfoHlgCiGgttiK5jKTfTA2S5f/VTp9rzAW7EAiydfVZOx1ORmX8P0RP8/07WMq1k1MRrGn6UjC1eKt0YnTtDqjHFKjExNmvpVy30wfD5x+QB3PvwzOSR+P1PdzyjmNXquhttCK5jJOpkopGQ91zlX1jXiiI1i1xdh1azI6X2RcwjfrzFRZa5ASHDqV7BMhPjoxQEnhFGfV6MSEyjXmUuuo5aX+lzg0dCjV4awKfS4vv6t3cnrQg8mgpaYw57JWzgRiM3T6X6bL9yrjoQ5AUKCrwaTNXbmg00RCEr4Q4iNCiHYhRJcQ4muL3H+zEGJaCNE09+f/JGK/57PecQU6jWnVjCRcLXJz5kcnhtToxASqtlVjN9r56cmfMuodTXU4aa17fJbfnXByemiaHIOW6vxLHzYuZYzR0BlaZ59mMNDITHQMq6YUu64sawrDZWdEIYQW+DHwUWAz8BkhxGJXlLwmpbxy7s93lrtfJTXioxMn1ejEBBJCsK1wG/6In10NuwhHw6kOKS11jM7weIOTtmEPuWY9lZeR7P3RaTp8B+j2vcZEuAuBhnzd2qxrq5KIEvhqoEtK2SOlDAEPA59MwHaVNLVwdOJBNToxIQxaA9uKttHmbuPh9odTHU7aaR3ysKdxkDPDM+RZ9FTmXVqylzLGSLCVVu9+BoNNzEbHsWnKyNWVZ01Vv1AiEv4aYGDBbefc9851nRCiWQjxjBBiy/k2JoS4XQhRL4SoHx8fT0B4ykqYH51oUKMTEybflE91bjVPdj9Jw2hDqsNJGyedU+xtGqR9ZIb8HAPlDsslPc8fnaLd9yI9/teZCHWjRU+Briar+2clIuEv9jZ7br3XAFRLKXcAdwFPnG9jUsr7pJQ7pZQ7i4qKEhCeslLmRyfm5no42RflyBkD4Yg6mbsctY5azDpzvJVyQLVSPtE3yVPNQ3SMzVBsM1LuMF/0OTEZZTh4eq6qb8YbdWHXrcGmK83683qJePVOoHLB7QpgaOEDpJQeKeXs3Nf7Ab0QIvPmCGahN0cn5qvRiYmgERq2F25nMjDJPU33EJPZ+7HpjR4Xz5wepmNsltJcEyW5F+9/5Yu6afe+QI/vdSZCPegwkq9bi0FzaZ8KMl0iEv5xYL0QokYIYQD+FNi38AFCiFIxd8BNCHH13H5dCdi3kibsNjU6MVHMejObCzbTMNrAvu59F39ChpFScqhrgudbR+kanaXCYaLYduFkH5NRhoInafU+w1DoFL7YFA5dBTZdSdZX9Qste4mFlDIihLgDeA7QAg9IKVuEEH89d/9u4Fbgb4QQEcAP/KlUV5lkHIspTHWpm4FRBy82G7lhc5TSPNVcfylKckpwBVz8tv23bMrfxBX5V6Q6pKSQUvJKxzgHO8Y5OzFLZb6F/JwLNzv0Rl30+d/AHe7DG53ApHFg1RWqRL+IhPyNSCn3Syk3SClrpZTfm/ve7rlkj5TybinlFinlDinltVLKw4nYr5J+DIYYa8vV6MREuCLvCrRo462UQ5nfSllKyUttY7zaPk7P+CzV+TkXTPYxGWEw0ESr9xmGg6cIxDw4dFXYdMUq2Z+H+ltREk6rlVSVxkcnHlGjE5dMq9GyvWg7Q94h7j95f0a3XojFJM+1jHCwc5xel5eawhwclvN3tp2NjNHmfY4e/yHc4V70wkqerlrNubgIddWMsiI0mvjoxLHJGI1nrfgCBt69PoQu+5Y+L4vVYGVj3kYODR1ia9FWbqm+JdUhJVw0Jnnm9DBHu10MTvmpLbRiNS2emqIyzFDwFCOhFqbDQ4Ccm3GhEv2lUAlfWTELRyeeGcpl1m9kfbmkwB7BYoyxigcHJVW5tZwJ/wQPtjzIFXlXUJVbleqQEiYSjfH0qWHe6HExPB2gtshKjnHxtDQTGaUvcAx3uA9/bAqLJg+LpmBVT6BKNnVIR1lxebYAa4onGZnx8foZyYEmI4daLPQMG/F4tepwz0UIIdhcuJlwLMyuhl2EIqFUh5QQoUiMvU1DHOl2MTIdYH2xbdFkH5Vh+gP1tHmfYyTYSijmJU9XRY62UCX7y6QqfCUpcsxh1q2ZJBASTM8acE6Z6HOZyDHoceQYKc+PUWiP4MiJsIRhRRlPr9Gzo2gH9aP1/KLlF9y+4/ZUh7QsgXCUfU1D1Pe5mZgJsb7Ehkn/zuN9nsgw/f7juCP9qqpPAJXwlSQSmAxgyg8BIcKRaaZmDYzNmnC6TVgMBuxmA2X5MYrsUfJsYXXMfwG70U6tvZYX+l5gW+E2rltzXapDWpJAOMrjDYOc6HMz5QuxodSG8ZwfdEQGGQw0MRo6gycyjBBa8nTV6NSI0mVRCV9JGb1OUOQIA2GiMQ/TXh1uv4nhs2aMOgO5ZgulDklJXpR8WxiDXh37qc6tZiIwwX2n7qM2r5ZiS3GqQ7osvlCEx044aeyfwhMIs6EkF4Pu7R/ppiOD9PmPMxUZIBCdxqLNx6zJV1V9AqiEr6QFrUaQb4uSb/MSi83i8euY8RmZcJo4M2Qk12SmyC4pcUQptEcwG7Oz5cB8K+UjQ0fY1bCLb173TfTa1TGreSYQ5rETTpoGpvAFI2wosaHXvpXsI7EgzmADo6F2PJFhtEJHnr4ararqE0YlfCXtaDQCR04UR46PmPTiC2iY8RrpGDHTOWzEZjJRYJOU5ccosEewmqJZteLHqDWyrXAbjWONPNrxKJ/d9NlUh3RR0/4wj50YoGlgmkAkwvoSG7oFyX4yPMBAoJ7JSD+B6Aw52kLMGoeq6hNMJXwlrWmEwGqWWM0BwI8vqMHjNdDrNtEzZsJmMuDIEW+e9M21ZMdJ3wJzAVW2KvZ27WVr4Va2F21PdUjnNekN8eiJAU46p4lEY6wvtqGb+yGFY34Ggg2MhzrmqnoD+fq1aMXq+NSy2qiEr6wiAotRYjEGgSDByDTTswaGPUb6XWZyDHrslvhJ32J7BIctgjaDk39dXh3uoJt7mu7hB+/7AXajPdUhvcPEbJDfnXByyjlFTErqim1oNQIpJZORfgYC9UxFnASjM+RoizBp7KqqX0Eq4SurllEHxY75FT8zTHt1TPhMDE2ZMev15JoNlOZJih0R8m0R9LrMOuk730r56PBR7mm6h69e/VU0adRDZswTiM+fHZwGoK7IhkYjCMf89AfqGQ91MhMdQSeM5Olr0AqVjlaa+htWMoJeB4X2CNhnicZm8Hi1TPtNjPaZMTgN5JrMFDskpfnxFT8mQ2Ykf4vewuaCzdSP1PN0z9N8ovYTqQ4JgKEpP4+dcNIy5EGnEdQU5SAAV7iHgUADU2EnwdgsVm0xZm36fTLJVCrhKxlHqxHk2WLk2XzEYl5mA1pmfUbODJvoGDZiM5kpzIWyvEhGtHkosZTgynHxmzO/YWP+RtbnrU9pPANuH483OGkd8mDUa1hbkENY+ugP1DMR6sITHUEvzBToa9Coqj6p1N+2ktE0GkGuJUauxQ/48AYEHq+RnnEz3aNGbEYjeVZBeUGUwtwINsvqW/EjhGBj/kaODh/lrsa7+P57v49Fn5oJT70TXvY0DtI65MFi1FKVZ8YV7sYZbGQq7CQkfeRoijFrc1MSX7ZTCV/JIoIcE+SYgkCAQEjg8epxTpnpmzCRY9TjsBjjV/o6Vlebh/lWysdGjvHTUz/li1d9MeknP7vGZtnbNMiZYQ9Wk45ie4zuwKtMhLqZiYyi15jJ19WgEery6VRRCV/JUnNtHgzxK33DkWmmvQbGvCackyYsegO5FgNleTGKHaujzYPNYGND3gYOOg+ytXAr7696f9L2fWbEw76mIdpHZrCbdRhznLR6m5iODBKWAazaEkxaW9LiURanEr6iEG/zUGgPg/2tNg+TfhMjfSaMTiO5JgsleW+1eTCmaZuHCmsFE/4JftHyCzbkbaDCVrHi+zw9OM3TJ4dpH/Vgs4TwG+tx+s8yEx1BL6zk69aqqj5NrJIPrIqSPPNtHiqKvdSUT2DLHWUm4qLF6ePgaXip0czxdjMDYwb8wfT6FRJCsLVgK6FoiF2NK99KuWlgiiebhzgzOoXO3Idbe4DBQBMz0TGsmjLsujKV7NOIqvAV5QI0GoE9J4o9x4eUXrwBDTM+I51jJjpHTOSajOTbBOX5UQpyI1jNqT/pq9fq2V64nRNjJ/jvtv/mz7f9+Yrsp77XzXMtI7SNDSPNp5nVDDAbHsOgqvq0pRK+olwicU6bB39Iw/Ssnn63mbNjJqxzbR7WpEGbB4fJQU1uDc/0PsPWwq1cXXZ1wrYtpeRoj5sXWoc5Od5EzNxOWIwRiQaxacowaq0J25eSWCrhK8qSCMwGiXmut3+8zYOeEY+JAZeJHEP8pG95XoxiRwSHNYI2yQXvWvtaXAEXPzn5E2rttRRYCpa9TSklr3dN8ExrB83uQwjjEFHcGLFh15Uj0uhKX+WdVMJXlASIt3mYW/ET9eCZ1ePymRieMmHSG+JtHhySkrzktXnQCA3bi7ZzZOgIdzXexTeu+wZazdLfdaSUHDgzwuOtr9HhaURjGEOrjZGrXYNBk5p1/xlHSioDE9T4nCuy+YxM+KaJM+REM2Pup7L66LWCAnuEgrk2DzNeLZ6AibEBM4ZBAzaTmRKHpDQvSn7uyrZ5MGqNbC3YStN4E491Psanr/j0krYTi0kea25hX+cLDMz2ojO6MevsWLVFqqpPEGM0xFUz3VT6RxiPesA/DZQkdB+Zl/DDfqx9r3Cru5FOoMtSgUz1WTQla2k1AocthsMW7+0/63+rzUP7cHywS0EulK9gm4dCSyGVtkoe63iMLQVb2FK45bKeH4yE+ckbL/Bq/1FGfaOYTUEKDJXoNebEBpqt5qr6HTPd5IQnGdVEaTQaeD+JH/KTkLdmIcRHhBDtQoguIcTXFrlfCCF2zd1/UgjxrkTsd1F6M5PrPkQQHzdOHOaDE0fJDXtXbHeKcqk0It7mobzQT80aN8UFI4TEGGfHZ3j9TIyXmowcarHQPWRk2qtFJrDwr8urw6A1cHfT3XiCnkt+3qBnmG+/8lOe7XmZ4dlh8sw6Sow1KtkniDEa4trpdq6ZOo0uPEarQUe3pYSoZmVq8WVvVQihBX4M3AI4geNCiH1SytYFD/sosH7uzzXAvXP/XxExg5U3zHnMxDRs9PXyieA4zblbaLXVEFMfP5W0ILCYwLKgzcP0+do82OMnfZez4kcrtOwo2sHR4aPsbt7NV97zlQu2XgjHwhwePMrDJ1+lY8yNPxym3F6IWaeO1SeElFQEJ7jS81ZV32/OI7TCf7+JeBu5GuiSUvYACCEeBj4JLEz4nwQelFJK4KgQwiGEKJNSDidg/4sTgiFTPuP6XDb5RrjafYy1fidH83YwYXCs2G4V5fKdr82DEedkvLe/3WygNF9S4ogsuc2DRW9hU8Em3hh5g/1n9/PxdR9f9HFDs0M83/siL3W20T8RQ6KnypGLPtnLjDKUMRriypkeKv3DRGIztBrMTBkKkUkoRhOR8NcAAwtuO3ln9b7YY9YA70j4QojbgdsBqqqqlhSQXmdAoGEy7AJgzGSmWAtbA4P83qATp8FIi9FBWFX7ShoyA7kAOohqBf6IHb8nn253Ae0xPUiJWT+NzeAmx+BGpwlf8rYlkqgI8POXv8fjB35IrnxrQHgMiVuEmBAhAoFy8FdRbHZi17vQTCX6VWYhKSmPBNgWmEZHjDaDHadBR0QjITL5todq0aLXmxIeQiIS/mKfC889+ngpj4l/U8r7gPsAdu7cuaSjmBuqt/Ovn/4tkWj07XdEQphO/wZD+1MQjRAq2ULMlE/KL41UlEsQjUGPR3Bq0kD7TCUe3zoEUGgIUmGcpUw/i0178eQfJsZjuh76tTPkxizoEPiIMCoCzMgoQd96SmfX87EcDx+uqsOgTW1//YwQDaOf6kXrHUNaCghs+DjXbb0VeZ5DODqtlgJHacLDSETCdwKVC25XAENLeExCnfcvq+RfYMet8OoPMY+eBls5lG4FnXElw1GUhCjMgavLIBaL0TcTpMmt4aTbwKnZUk4JcOjDVBn9rDH6yNOGFq1lTMDvs4GHaKFf48WOEZfwE45psHmupdZfwYfzJ/loXR6GTB4KnCzecXB3gX8S8mvgff+MpXRrSkIRcplLAYQQOqAD+AAwCBwHPiulbFnwmI8DdwAfI364Z5eU8qLXeu/cuVPW19cvK77zikXh1KNQ/zOIBKFkK+RWqGpfWXUkklGfpGlCy0m3FqffQEwKrLoolSY/aww+ivQBNOf80z7NOPs0XYSJkRu1UTj9XvQhKx/Kd/PhOhO61TIMIF1FQ+DqBs9g/PbWW+HdXwBDzoruVghxQkq5c7H7ll3hSykjQog7gOcALfCAlLJFCPHXc/fvBvYTT/ZdgA/4s+Xud9k0Wtjxp1BzExz8Dxg4ClP9UHYVGNRKBGX1EAhKLYKPVEk+UhVhKhCi2aWl2a2hw2uhbdaKURuj0hhgjdFHqcGPTki2UIgvFmYkFkNOv4dASMvHil28v0Yl+2XzjoPr7VU9KarqF1p2hb+SVrTCX0hK6HweDt8V/wEVbYr/kNRJXWWV84VjnHZraHJpaZ/RE4xp0QrJGmOQCqOPXG2YIzNF+MKST5S4uGmtBe25HwWUSxcNgbsHpgcBmbSqfqEVrfAzghCw4cNQeU086Xc+D9MD8WrfbE91dIqyZBa9hqtL4OqSKOFohDNT0OjS0jqlpz+QD4BBRPjjcjc3VFnQqEOaS+edAFdnvGjMWws3/XP8UHEa/Z2qCn8x/cfgtf+AaSfkr4OiK2CFrnxTlFSIxiRnZyStbkGF0c+VZWaV7JcqGgZ394Kq/k/gXV8AY2raRKsK/3JVXQ2ffhCO3w+nfgeeISi/EnKKUh2ZoiSEViOoswvq7ADqnNWSva2qr4abvpp2Vf1CKuGfj94E138R6m6BV38I/Uchdw2UbFFLOBUl251b1e/4U3jXbSmr6i+VOit5McUb4Y/vg+v+FgKT0PNy/IecxofCFEVZQd4JGKyPn5y1lcLHfwTX/m3aJ3tQFf6l0ergqv8BNTfHj+07j8WXcJbvAL36OKwoWeFtVX0Mtn8a3v1nqyLRz1MJ/3I4KuD3/xPan4EjP45X+0Wb4mfk1RJORclcPhdMdILfDY4qeN9XoGxH2h6rPx+V8C+XELDxY1B1LRy6E7pemqv2rwKTWsKpKBnl3Kp+26dg55+B0ZbqyJZEJfylsuTDLd+G9R+C1/8Teg9Cfh0UrldLOBUlE2RIVb+QykzLtfYGKH8XHPsJtOyJ980ouwpyClIdmaIoSxENz10t6wRisPVT8J7VW9UvpBJ+IhjMcOM/QN0H4315+g+DvRJKNoPWcNGnK4qSJs6t6t/75fg1OKu4ql9InWlMpNKt8Cc/hWv+CnwT0H0gftGWWsKpKOktGoaJdhhugtBMvAfOH+2GNVdlTLIHVeEnnlYH774Nan8PXv13GDwRv0K3bAfo1eBnRUk7Pje4OuL/t1fC+74cX4SRQYl+nqrwV4qjCv5gF9z0NYiFoOcAuM+CjKU6MkVRYEFV3wjBGdjyx3NV/bsyMtmDqvBXlhCw5Q9g7Y1w6EfQ/cpcF84rwZSb6ugUJXudW9W/98sZd/hmMSrhJ0NOPnzou9BzEA79V3wJZ0EdFKyPD2JRFCU5YpG3VuDEIvGq/j1/kTUFmEr4ybTufVDxbjh6L7Tui1/MUX5VfE2/oigry+eOd7b0ucG+Bm78p/jvY4ZX9QuphJ9shpz4SaH1H4KD/w59h+LH+4s3g1af6ugUJfOcW9Vv/kO4+i+y8sp4lfBTpWw73PoANPwKmv4bukegdHu8+14WVRyKsqIWVvW55fDef4KKnVn7O6YSfipp9fCeP1+whLMerCXxxK83pTo6RVm93lHVfxKu/p9ZWdUvpBJ+OsivgT/8MbQ8Acd2x5dwFm+JH+rJ0kpEUZbMPwkTHfGrZnPXZH1Vv5BK+OlCCNj6R/ElnK//CM4ehOn++BLODOjhoSgrLhaJX+syPbCgqv/LrK/qF1IJP91Yi+DD/xd6Xo0v4Tz7arwDZ36dWsKpKOfzZlXvhtwyuPHLUKmq+nOphJ+OhIDam2HNu+HoPXDmqfgSzrKrwJKX6ugUJX2cW9Vv+kS8qjc7Uh1ZWlIJP52ZbHDzV2HDh+eWcL4en65VtFEt4VQU/2S8s6XPNVfV/xNUvkdV9RewrIQvhMgHfgusBXqBT0spJxd5XC8wA0SBiJRy53L2m3XKr4Rbfw4nfgnND8HMUPzYfk6x+setZJ+FVX00Aht/H665XVX1l2C5zdO+BrwkpVwPvDR3+3x+T0p5pUr2S6QzwDV/GW+/XHgFDByLL+OMBFIdmaIkj38KBhvA1QXmPPjoD+Cmr6hkf4mWm/A/Cfxy7utfAn+4zO0pF1NQC394D9z4vyA0G++5PzWgeu4rmS0WiSf5oQYITMHGj8Mf3wdVV6tPuZdByGUkCiHElJTSseD2pJTyHWcVhRBngUlAAj+RUt53gW3eDtwOUFVV9e6+vr4lx5fxZkbhtf+AvsNgcsT78hhyUh2VoiSWf+qtdfW2UrjxH6HqGpXoz0MIceJ8R1IumvCFEC8CpYvc9XXgl5eY8MullENCiGLgBeCLUsqDFwt8586dsr6+/mIPy25SQvdLcGhXfEla4Yb4pwChRh0oq1wsApO9MNUPsTCs/yhce3v8UI5yXhdK+Bc9aSul/OAFNjwqhCiTUg4LIcqAsfNsY2ju/2NCiD3A1cBFE75yCYSIz9KtuBoO3w3tz8QvJy+/Sh3XVFav+are74q3G7nxH6HqWlXVL9Nyy8B9wG1zX98G7D33AUKIHCGEbf5r4EPA6WXuVzmXKRfe/y/wiR/F++/3vgajp+NVkqKsFrHogmP1k7Dho/Fj9dXXqWSfAMtdh/994BEhxF8A/cCnIH4IB/iplPJjQAmwR8R/WDrgISnls8vcr3I+Fe+BW38J9T+DU4/Eh6iXXRmfq6t+YZR0FpiaW1c/ATkl8N7/BVUq0SfSsk7arjR1DH+ZJjrg1R/CaGu8NWzJVtAZUx2VorxdLPrWsfpoENZ/GK79azUYaImWdQxfWcUKN8Af/QROPgL1D8SXcJZuhdwKVTUp6WG+qvdOgLU4vty4+nr173OFqISf6TRauPIzsO7meHuGgTfi6/bLrgSDJdXRKdlqYVUfC8Xbh1z7N6qqX2Eq4WeL3DL4+P+Dzufh8F3xnvtFm+K9+NUSTiWZAtPxw43eiXh32Bv/UVX1SaISfjYRIl5JVV4TX7ff+Xy8H0nZVWBWPcOVFfa2qj4Yn+t83d+qqj6JVMLPRmYHfPD/xJP/a/8BfQchrxaKNoBG/ZNQVsC5Vf0N34gP+1FVfVKp3+5sVnUNfPpXcOx+OP07mBl8awmnoiRCLApTffE/0RCsvwWu+ztV1aeISvjZTm+CG74I6z8YH6TefxTsa+IzddUSTmU5zq3qr//7eFWvUeeMUkX9zStxxZviVzRe97fxwRI9B+IXbaXxdRpKmopFwd0Tv1rW54q3/vjj+2Hd+1SyTzFV4Stv0ergqv8BNTfBwf+AweNgKYKyHaA3pzo6ZTUITM+tqx+HnEL4vf+tqvo0on4Kyjs5KuET/wU3/0u8S2HPgXjFJmOpjkxJV29W9Y3x1gh1H1BVfRpSFb6yOCFg0+/H10cfuhO6XppbwnklmNQSTmWBgGfuWP1cVX/zv0DNe1WiT0Mq4SsXZsmHW74dXzP9+n/Gu3Dm10Hh+vhVvEr2ikXja+qn+uKjNus+ANfdATkFqY5MOQ+V8JVLs/aGeI/9N34CrU+AZ67nvkX9cmeld1T1/x/UqMM36U4lfOXSGSzxlrXrb4kv4ew7DPZKKNkMWkOqo1OS4dyqvvb34PovxpO+kvZUwlcuX+lWuPVn0PhraHxwrgvndrCVqSsnM1nQA+PzVX2BqupXIZXwlaXR6mDnbVB7c7wL5+CJeHvb0u1qCWemkTGY7Hurql93M9zwJVXVr0Iq4SvLk1cNf3AXtO6DY7uh52Uo3gyOalXtZ4KgJ76ufnYsfgL/pq/BuptUVb9KqYSvLJ8QsOWT8RO7r/8n9LwSP85bdmV81q6y+qiqPiOphK8kTk4hfPh70HMQDv0X9B6EgvVQUKeWcK4mwZm5FThjYM6Hm74aT/iqql/1VMJXEm/d+6Di3XD0XmjdC9PzSzhVh8S0JmPxT2aTvfGqfu374Ia/jzc+UzKCSvjKyjDkwPu+DHUfgoM/hL5D8UHqRisg4n+EZu44v1j8/2LB4+Dtty/4+IXPE3O705x/P8o5VX0e3PQVWPd+VdVnGJXwlZVVvh0+9XM48WC8577PDcx34JTxqlKKua8liAXdOS/YqPN8d84n8vmvWZDUF7ktFr6BaN76+s3vn3uf5pznLHjsm9u+nDeyBW86l/1Gdr43sMt4Q1NVfVZRCV9ZeVo9XP0X8K7Px5OKjMaTu4zFL+SRsQVfRyAWiX8dDcf/H4vEm7jN3x+du//NP+G5x0QgEnrr62g4fp+MQDQaH8Aho2/dP7+f2ILtyQW3ZSx+Ozq3XxmL3zcf7/ybjpz/j1z8a7ngDe7N788RnOe9a7FvLnyjWnB70Te0c95EFr5xaRa8KclYvLo3OeKfyGrfr863ZDCV8JXk0RnifzKBlG9/s5p/c3jzzSv2zvvm31yi4bfePGIL39QWvplF5t785p4XDS14A5x7I4vOv2mF4m9K576Rzb85yoVvjOfEgoTyd8P1fxe/jkLJaMtK+EKITwHfAjYBV0sp68/zuI8AdwJa4KdSyu8vZ7+KknJCxC8+U5RVZLlnZE4DfwwcPN8DhBBa4MfAR4HNwGeEEJuXuV9FURTlMi2rRJFStgGIC58YuhroklL2zD32YeCTQOty9q0oiqJcnmSsuVoDDCy47Zz7nqIoipJEF63whRAvAqWL3PV1KeXeS9jHYuX/eRfcCSFuB24HqKqquoTNK4qiKJfioglfSvnBZe7DCVQuuF0BDF1gf/cB9wHs3LnzgiuxFUVRlEuXjEM6x4H1QogaIYQB+FNgXxL2qyiKoiywrIQvhPgjIYQTuA54Wgjx3Nz3y4UQ+wGklBHgDuA5oA14RErZsrywFUVRlMu13FU6e4A9i3x/CPjYgtv7gf3L2ZeiKIqyPELK9D1MLoQYB/qW+PRCYCKB4aRSpryWTHkdoF5LOsqU1wHLey3VUspFmyGldcJfDiFEvZRyZ6rjSIRMeS2Z8jpAvZZ0lCmvA1butajep4qiKFlCJXxFUZQskckJ/75UB5BAmfJaMuV1gHot6ShTXges0GvJ2GP4iqIoyttlcoWvKIqiLKASvqIoSpbIuIQ/d/WvFEJsTHUsSpwQIiqEaBJCNAshGoQQ16c6JgWEEKVCiIeFEN1CiFYhxH4hxIZUx5WtFvyetMz9rvyjECKhOTrjjuELIR4ByoCXpJTfSnE4CiCEmJVSWue+/jDwL1LKm1IcVlYT8SEWh4FfSil3z33vSsAmpXwtlbFlq3N+T4qBh4BDUspvJmofGVXhCyGswA3AXxBv0qakn1xgMtVBKPweEJ5P9gBSyiaV7NODlHKMeJv4O8RFJkxdjkwbyvmHwLNSyg4hhFsI8S4pZUOqg1IwCyGaABPxT1/vT204CrAVOJHqIJTzk1L2zB3SKQZGE7HNjKrwgc8AD899/fDcbSX1/FLKK6WUG4GPAA8msmpRlAyW0N+TjKnwhRAFxCvHrUIICWgBKYT4Z5lpJypWMSnlESFEIVAEjKU6nizWAtya6iCU8xNCrAOiJPD3JJMq/FuBB6WU1VLKtVLKSuAscGOK41IWmFs9pQVcqY4lyx0AjEKIv5z/hhDiPUIIdTI9DQghioDdwN2JLFgzpsInfvjm++d87zHgs4A6EZVa88fwIf4R9TYpZTSF8WQ9KaUUQvwR8F9CiK8BAaAX+IdUxpXl5n9P9EAE+BXwo0TuIOOWZSqKoiiLy6RDOoqiKMoFqISvKIqSJVTCVxRFyRIq4SuKomQJlfAVRVGyhEr4iqIoWUIlfEVRlCzx/wPVF3vo25Za7wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(kind='area', stacked=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4141dd49",
   "metadata": {},
   "source": [
    "## 11、多子图\n",
    "\n",
    "绘制子图主要的参数：\n",
    "\n",
    "subplots: 默认False, 如果希望每列绘制子图， 则赋值为True\n",
    "layout: 子图的布局, 即画布被横竖分为几块, 如:(2,3)表示2行3列\n",
    "figsize: 整个画布大小"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "660031e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:title={'center':'col1'}>,\n",
       "        <AxesSubplot:title={'center':'col2'}>,\n",
       "        <AxesSubplot:title={'center':'col3'}>]], dtype=object)"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(subplots=True,\n",
    "        layout=(1,3),  # 1行3列\n",
    "        figsize=(15,6),\n",
    "        kind=\"bar\"\n",
    "       )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "42a43d2f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:title={'center':'col1'}>,\n",
       "        <AxesSubplot:title={'center':'col2'}>,\n",
       "        <AxesSubplot:title={'center':'col3'}>]], dtype=object)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 共享y轴\n",
    "df.plot(subplots=True,\n",
    "        layout=(1,3),  # 1行3列\n",
    "        figsize=(15,6),\n",
    "        kind=\"bar\",\n",
    "        sharey=True  # 开启共享y轴\n",
    "       )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "48da4f07",
   "metadata": {},
   "source": [
    "## 12、散点矩阵图\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "db194439",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:xlabel='A', ylabel='A'>,\n",
       "        <AxesSubplot:xlabel='B', ylabel='A'>,\n",
       "        <AxesSubplot:xlabel='C', ylabel='A'>],\n",
       "       [<AxesSubplot:xlabel='A', ylabel='B'>,\n",
       "        <AxesSubplot:xlabel='B', ylabel='B'>,\n",
       "        <AxesSubplot:xlabel='C', ylabel='B'>],\n",
       "       [<AxesSubplot:xlabel='A', ylabel='C'>,\n",
       "        <AxesSubplot:xlabel='B', ylabel='C'>,\n",
       "        <AxesSubplot:xlabel='C', ylabel='C'>]], dtype=object)"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 单图导入\n",
    "from pandas.plotting import scatter_matrix\n",
    "\n",
    "scatter_matrix(df1,alpha=0.5,figsize=(14,6),diagonal=\"kde\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8089e5df",
   "metadata": {},
   "source": [
    "## 13、平行分类图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "a9d50cd0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 导图模块\n",
    "from pandas.plotting import parallel_coordinates\n",
    "\n",
    "parallel_coordinates(\n",
    "    df, # 数据\n",
    "    class_column=\"col1\",  # 分类名称所用字段\n",
    "    color=('#556270', '#4ECDC4', '#C7F464') # 颜色设置\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea0d3c77",
   "metadata": {},
   "source": [
    "总结下Pandas内置绘图的特点：\n",
    "\n",
    "- 代码量少，最大的优点\n",
    "- 快速简洁，基本绘图可以满足\n",
    "- 静态化，非动态可视化\n",
    "- 图片质量一般"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}